{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# ExternalSource operator\n",
    "\n",
    "In this example, we will see how to use `ExternalSource` operator, that allows us to\n",
    "use an external data source as an input to the Pipeline.\n",
    "\n",
    "In order to achieve that, we have to define a Iterator or Generator class which `next` function will\n",
    "return one or several `numpy` arrays."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import types\n",
    "import collections\n",
    "import numpy as np\n",
    "from random import shuffle\n",
    "from nvidia.dali.pipeline import Pipeline\n",
    "import nvidia.dali.ops as ops            \n",
    "import nvidia.dali.types as types\n",
    "\n",
    "batch_size = 16"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Defining the iterator"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "class ExternalInputIterator(object):\n",
    "    def __init__(self, batch_size):\n",
    "        self.images_dir = \"../../data/images/\"\n",
    "        self.batch_size = batch_size\n",
    "        with open(self.images_dir + \"file_list.txt\", 'r') as f:\n",
    "            self.files = [line.rstrip() for line in f if line is not '']\n",
    "        shuffle(self.files)\n",
    "\n",
    "    def __iter__(self):\n",
    "        self.i = 0\n",
    "        self.n = len(self.files)\n",
    "        return self\n",
    "\n",
    "    def __next__(self):\n",
    "        batch = []\n",
    "        labels = []\n",
    "        for _ in range(self.batch_size):\n",
    "            jpeg_filename, label = self.files[self.i].split(' ')\n",
    "            f = open(self.images_dir + jpeg_filename, 'rb')\n",
    "            batch.append(np.frombuffer(f.read(), dtype = np.uint8))\n",
    "            labels.append(np.array([label], dtype = np.uint8))\n",
    "            self.i = (self.i + 1) % self.n\n",
    "        return (batch, labels)\n",
    "    \n",
    "    next = __next__"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Defining the pipeline\n",
    "\n",
    "The next step is to define the Pipeline.\n",
    "\n",
    "We override `Pipeline.iter_setup`, a method called by the pipeline before every `Pipeline.run`, to call the iterator and feed the result to `ExternalSource()` operator, referenced by `self.jpeg`, by using `feed_input`. DALI makes sure that the `iter_setup` is called an appropriate number of times ahead when DALI does prefetching. Calling `feed_input` outside `iter_setup` will lead to undefined results."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "eii = ExternalInputIterator(batch_size)\n",
    "iterator = iter(eii)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    " class ExternalSourcePipeline(Pipeline):                   \n",
    "    def __init__(self, batch_size, num_threads, device_id):\n",
    "        super(ExternalSourcePipeline, self).__init__(batch_size,\n",
    "                                      num_threads,\n",
    "                                      device_id,\n",
    "                                      seed=12)\n",
    "        self.input = ops.ExternalSource()\n",
    "        self.input_label = ops.ExternalSource()\n",
    "        self.decode = ops.ImageDecoder(device = \"mixed\", output_type = types.RGB)\n",
    "        self.cast = ops.Cast(device = \"gpu\",\n",
    "                             dtype = types.INT32)\n",
    "\n",
    "    def define_graph(self):                                                                \n",
    "        self.jpegs = self.input()\n",
    "        self.labels = self.input_label()\n",
    "        images = self.decode(self.jpegs)                                                   \n",
    "        output = self.cast(images)\n",
    "        return (output, self.labels)\n",
    "\n",
    "    def iter_setup(self):\n",
    "        (images, labels) = iterator.next()\n",
    "        self.feed_input(self.jpegs, images, layout=\"HWC\")\n",
    "        self.feed_input(self.labels, labels)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Using the pipeline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "pipe = ExternalSourcePipeline(batch_size=batch_size, num_threads=2, device_id = 0)\n",
    "pipe.build()                                                        \n",
    "pipe_out = pipe.run()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Notice that labels are still on CPU and no as_cpu call is needed to show them."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "batch_cpu = pipe_out[0].as_cpu()\n",
    "labels_cpu = pipe_out[1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(427, 640, 3)\n",
      "[0]\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7fbc1130a2d0>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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lurPfP3FvG0/nZ1zubMUwBGKiCiYJ3bCIzMf/Qax1M0EmiNP7ztGv9HFFVBNHVwMKqkKtJ7ZSKF6o24kqJ7btjJklbBKZiQeDsMDpaCiqGYg0DI0vFQbwhSCc61ACTA3MGEAfO2KGWuYOwyfH7LgJ27kxB4wj76OYMDworaJFuR8de2TLaoiBWCFCGO7cj4Pz5ZTQVVEwCJ9ZURQjZueYg71Wmm7UekK1oJJkpxrvgRUSBpWv8BcVUJHkfx5BXAqb5Ab1gCiCkQSkDzx2juPgODJoPt43Rv6cczLlzrZVrAgee+LstmG2oeH4YYjXJL19UHJFIBglGqGNYw7myM3mdh/sYzJmcBwD+qTsSq1Gqcacnd73/O4YoFCL4E3Z7oLg+My5i20gAff7wemU1Yos2OR2vSa3MgYyky8aXTgOp1hFQhCfRIw/ONb+eyM2vx4RMEbBdEN1o9SS5c/ClKocmBaULImnDMrCj0cPdj9QyxKvFKVUQTQWYTjopScmPrOE8zkYnrvnu04+QNUTX/Od3m/0eSe449GJ0fCpSyWSSgTUca0QubDCJ3MqKb7I3bQY+NSEE7y8B/AxApOCyhnTZ7qdEUtSMBYzrpaYfMydeP2UG9JMaKj3gzEO+ti5769c7ztvtztvb1eO242qzrYZFobrQIphQmaUC14CwaxQbGOrG/Xll5zP36P6PaV8BLtgtRAKVQbOWPzEgYetCioQC6w4qu19fkAoVpBQJsIBzNFhJr5fVBbxNd+zZJtCzEknr0uooEUW2bnUCjFzY4s7pU5qUSQcouN+oD5Qg1qSVDIVTBKrzS9a5Jh8vf5ikcmdo9/p484Yd9QMc8G9Jt+hFZG8wSw2TrVx0hOtbsQKgELNSsMGMrLiMg0EZ3j/AkXAe7X1WIePnz4OrNZ1zE5I5Np8SKA0q4KyNS7yzP36KaG9mWt+Atf9Sp+T0soiz2VxIpkk8IDyvoJDMhvPbNeKIC7soyMBW9nopXPeBK26+BRF5IsCBPGlFHsE9IS9VIRqBlHfg3jT0zpfAY4kL+VIToj9ndN68EAP7mD6Th+d+3zl9TZ5ebpQm1BbpdYLZrI20o5T0Zh078xxZJasJdeozVSLIYQnNi2MvIeHM487x0FWJudKrZaqIQMrFTPlPJ29Bh6CO/z44zWTu9HxY6dcKsMn97e+YlPhfr9zv99TnXKHMcC0ZZInBTUHUWL8mQVxAJGClTNqz1gkTKBzIqZscSSsYknEqQxME6rwmMx5rKw7FQzNM2tJWGNy+J0IY3ru6mMI02EuSRc4FkrgjHnQ55WjHxzjBrITDKQ/JdkQoFKTjCEwFQhbmfKxgqy/Z1exsGIiyaRYLLtQKXZia89s7YXeTlnmkptFlq2CaknowT8Rrsw5MiuZB33c2I87b9dP3G9HvvbOOI7kC9SoargFGo6UL3Ipd6eWM1vZKHbh3J7Q83e00weEJ8yeEGtQDCmxJGkbY076zHPzCd0dXcEoXAghpXaiSDF85g1dS6M9Cf1Y8rGpFDpuHcKAgS68cx+dMQ7ENDPHdTO7gIjnjdWMrT1lnJsbpsL0gfrgOO60KmzeMrhFBl4ZndD2VSae68fnUhqNwZwdkUBN6OPGeOt4FPAzKmfG6JSmiF0oamytUVsjNIiii0TN0jiiEf1OkBLCox9UVeZSjTwSiNyU+3tWehxHEq3h9HlQTw0nj9MjFrmaYy5FyFyl3wOCNDO0rJfBCF88BJkxkmRh9NwcLDIT1xGZeHS4j52Yg21LEr6v7Li2py/EpQRqinuuLXenlIdcdJG3j4CPvEsxJTIzToIXrAQeMH2iNlPRVcp7MH8E0MfvpaaK6fx8opWHMq1SFtcTtrgs6cT+hocjVhMPN2MWp27G1hzVe24i2hEZqao6MvOOMZOn0ca+ro+VhGr92LnfDmIEzZSX5w3vDhHcb2+42Ps5uMP9fl1XLedLIuHFnAtjjInheHTG/MNj559EEBcq6r+k6AXsBNpAClpOHH1meYETOrEWNHWsDEwavR+8jU5VS4xsLc7M0gZBh/E9Zs4xX/GZckKxiQeMGbgrXYI4XkF+ZszfMeYNhhBjA//AZE+CxjZClekJqQySYAttoJUZwpiGuC8m/oyMF2YJzJ6w+QtK+Z62faA8f4SXX3G0H2hWUtIWEBKUUwN1knYT+qnRx44T9NkZ/cYxPjP2N7z/xNvnH7m9fWb2gWOMITAUV8fCMVWYstQ7hp4Gdn5DTKjt16j9mtPzdxTbEC24pERITUALIcKYHxkymPUg6s94+0z3G5UK8kSUkiDFqiJkgqkyEM61MVTZ5ECHIzPYQxF9ZrhyjED4DR53xPvCggX1tiC1c27u8peIKS6XJMCLpmIlCnu/Us+G90pcP2JywbXDeUfKCeoJ3FMVkNo3wgdjH8xZufeC6oHogD7o3jHL7HL4JyJe+aD/IS4FqRteG3G+EFaTC0DQUQkNxIwxHGNLBUkoNjduMRM1e6iXIuhjcn+9Mm43jv3GeOmM8UynMDD0mBQCnQc+d6qcUS289ckU5TqDGYJ5IWZQdHBqSsS2OKJAh9O9oyrscVCsMkZnTGGOnbalYqJLShCnJA6sBnUrSFNkMw45YBxsC18uGog4UoPoOyLQ+JDknVVMK6r1nbsSbYDhfiLUkVJQORHzSp9vzCgcQxh+4DSG70kqh3IMZ0aux6ofeH65cKqVUoXzlh4GlcmcO1ErFkYfOw1BalYNYoNiypSGFkM2AVJCGkyInb1cQQoegz4OnBt7v9PHjdYaMlOtMvzCEGH4GxE7RaA9vfD554PrHtz3mjAad9opeH6p1JYb1XEEHE/I/SfmvBED6Cf6XujH8UVz/weMP4kgblb47rtfYqUypRC0JMJqYzsVfL8BTjVn20D9yIwciCi4K6FCuIDGMjdMnI74zCC79KeZecvCpsnSOoTj2PEZC8IwRncYSagluG2pX45CeGWMlLvNUCIM1TOtNkAYdqf3G7bMPqmIyepCbKOWbWUajWZl4Z9KiGJuDA2Gf9mK55zI0gl7H+z3K/e3n+i3z+z3V26vP7LvO71n8JszYagxksREghJCa5Xz+cz5vFEvjtik1Se2dqLpCS3l3YiSQRQya/Al4nGO46DHnTp3DjvYWkI0GkqRlXmJgkYqGawgNee7FWN4GpxEVzajDcKYE9gDlWvixq74HKgkqagEZoA1HoQ1C3Z5kJS65jqv8zqHB97sDnOm5g/ymvoXsw3L3JPHJctPEPTREXGmS5LAIivLLdRmWS0VfVePsIws+WH53tQZO70Pdj/Yx047nYgIXu9X+n5nv1/xY6ffd6ZPPn+64Vqx1jAzWhEKE7xTamLNEp05D0opNKlYFFxhP97QcuJEZu3DE2j3GIzR3+WqIlmRjDHwcOY82A/hkHsmRJqSxPpdyld7n1l5bmthyhdMX74618fPrAhKKl10/VzGvcff5fB3XP1htnvcqw/d+PRc0w/4p5wK59OZtinFYNsMtUAJphldkhxV27AqbLIOWgXTykBhmdTaKEzv2JBlXiM3uDGYM41Xh6fsVbUAzuhf9N2lFCLgdr3i80ogXG87Hjemw/MLfPjuklnNMlWZwfZUqduF/X7l558A70RflcS/gcbwTyKIl9L4W7/6C4YHA6VPYT8mYhulVnzBIkUntQaxZDo+88LnJAZzSaLckymWmVInbIeF37qDWaOWmm5EEXwKRSf7HcbY6V2IKDmpEcAAP4M0iA0fFR9r0yCW6uEDxSZ4Rbhi2jCWhMwqameKnanlQm0XTnWjlpbZilUGfUG2SlmYp5YCY2RJN2EcgY9Bv93otzf2688c95+5vf3lO1nyMFmYGcyJebr3Wmu8vKQRplbDzCkb1HJi2zaqNCia0FA8HLKpn/YQZgyOsXN9+5kRV8a2Y8U5N0Xji0bfxFJGJ5Lqey2EVWIqcgy6lSQ+oyC1gG2oVMyD0AtlXmn6jMvvCL+iMfNY8q/AtvebXPWx0GVBT8tXgOeGtwJArHUiLhl43h286TXwMd+DyJxBPya3o79vpGkYLIhV6lYpzSibYa0k3KOKLEmoYngMYn65wc3qu1HEJPjNj7/B1/EeYyfCs4I6dvbjzu165e16Z3t65td/+2/RilMAYyzCywlXfKklVCptO1G8cXjHJtSqRAuut1c4JlaEs50zMAkJj5Gab0gX6HEceEA7VUQrdTPO5zNaToQU+lDaUq5EKDyCsrACdxrwqmXANK2YrQxcEk58OI8lYkn4HhtpzrVoQiyPIP5lU06I8mHoK6fCdj7TqmIWaBGKLkzeFY++IEBJiKUseBNdEtUldoigFKW1Qp/G0TOQm8IcB9e3N9Rg2wptS44HlJgzOZ5wqhUU5bxN5lDKqfFmOwFsBh9eKtsW705n91zREVfO52DbNo7bztuea9bM0Oh/ePz8tw+9/+6GivH89D1HDzpwscZ978wQHDBLhYbEgepAa8W94567/oyCL4IsJDM4IrfUYpn5JWybBpdil9SbR9rf1VKWqSe43Q/2+yfcd2J08LTvmhTETuAb7nVJzIwgy2LVX1B0oNKI3cAqKmnn3rZKac+UeqHYCV3We2XpaMMpBVjWfA9BXReGndrZOSFGpLJhDqLf2a8/c3v9Lb5/ynlcWOiDMFPLfzufz7y8PHN5apxOuXFIGZj50iwLpkvxQ+QNFpIQ1sIpZzjX60+8XT8jdlBMsAUvqUhm3UOJuswUUpa5Y0s4ZiTO6hghFezMMEXaM1YunESJbSLR6f1ntut3jP1HfHxalcgtF7hvWSEYXwKm5/fj6QwkwBXmcLynhV7WeoiIpfxZsdwXyespffQFXwXJRyCC1orpRq0b9VKopaJVEIOpjup42A3QWpndUw5oiriteSioFMa8Ihr8/Om3qXceO9073gd9H9w/3/A4KFtja4V+/ZnKhm41VT6q+JLIjh4Ip1TM1Bd0FsZxo52f0uMwdvrnT5jluiilMI7BsQhMYjJGboZjkf4iSi0nSqmZ7ZNkvGpLHbxuK+CuYCwp91XJiqQUpUj7KhNvi+tJ0j4dl6miSTlW3iP6gO4k16OYrpsyX+EgtpzYZmgttFZpW6EaqcRSxwTcNZUeOkEMp4Ct7H4R28WCPpMja2F4KHVomrPU2Wpw04FER1yZPRjAsEyQxHMjUCtglQfP049UoTxflH06bYMP3zXOl8TxPcbihZZEWg7OrfLyoXC8TXqAYe9y6D9k/EkE8SyxNs7ngnnqNU+nyjEm92Nfu3wgYSl90pJuzlX6Hj1WaSbLIJThUV3J6LgTDlt7AWCOwpxGH7IWaMld1TdaeSFOP/DzpysyG0RetJg1lSWxVCbSKHZaihKY80xIYvBmR/bekJ6WZiuE1CztSlp5a62Zcc+OVcfVlwVd6SPN97r481oKXjeGf0o9ujv3+52j7+y3K8f99p6pPHTFc04q9l6Cnk4nas3MsLWNerowuVFKW3AEiA5GTxepFsMZQGZ8Rz/ox5XR7zy1QmsnTlUoEivzrhmowjAsZYxWYZYkaiPY2gvH3kEvHKMh9YxtH9CSFZdEAT/o+3O6RC8fuX/+f+i9I3HF541zPWMWjHni4I0x74wYCMLojtvgci7E9ISglmwvZqSKUJPUkxXwxxzYKutbrcTQVYlUrAZlyyCkVrlcXtjOLfkFDYZMhIkxGSto7SOdebE2kdwk83qPo8JYcBPOcdz58fV3/PTpJ8YxeP35io/g17/6nu2ycWqGH3eGDYaciKhQK/tOSnDLM81OWHnmcvrI26cb5fSBTQb78Zm7d7Q0asngVouBB8fcAU0c3Ix9dwJDNTATjtGxapikq3Pvg7YJpVZQxUpCa+k1eLiXF3FpJWVyshzBUpZBzXLyPY1gEWNBJanCEE0lyKO9AZLf50zUJ61suI/3zUiLII+XrcojAo+ONhYskv1hujuYpxxytUPAgmrCGEGZYBaITkTTJNdO+dqOnKPWTqsymNTacB80TeOQqjGHsH3I93z+/Ib3O37bKQW2zfn48ZQtPSbgQj8ml3OSwrkJTqrBNEfw9Pr8geNPIogjiZ2lnlWQmRZrMUt51ZJmPUpg93VzSKX3Y7HXsnTakQ2SxClaUBd0pmtQyICFF8J1GYSWmoRK0FFKMSmxAAAgAElEQVQ5U+yJah9wf8X9WKqUJND04aLUVJLIYwols0J3YXjibiq2ylYjllnDyfJxzB2ZBfoVtTdKS32rLF2zFMEj3tsAhSntcub6+Y0RgGaZGlJAkkB59N6IiNXzId57yrTWqC2W7C57Voi290xcFSYHasqcSfhOL3gYx+hpOfc7VYVqKREzC4qQ2D+pk1cRjErVAjNLTyLNNhFnsC03vHKhtQ+088d3DFWkEOEUS4x+9p8RCm1OlBv4nU0BBn2+oto4+is+b9nLpjvmk9lm+gSWZC9mYqtlDKSUhNgWb2QizIXj52aW1UU7BdYS5y419dHtdCFpyZnqH3G0wBRPddKId0NoCOm09cSV8XNCYtaZTNq9se87x7Hz+vaJ18835jBeLh/ZLhulFUTSEapsyb8ghBhafgA78VSeKJfvuFx+wRwGelBr5f7pXzBFKL7TTq8YO4K/Z8dFFiTgtjTdGzaFMVbzrJJZb4gzI6WRw8cyErGCd7wH8VIMs4cEVN+hmkcTq4dfAv8KglxZeN478W6QMxNOp8bRl65+KVL2/faVNBbaGUIrQbaTcBSRkd4CAO2pxImUCcPD4KWL43jXJ6EWtM1ow9h6YeuFud/5+GHDtPP2thO+E54w3NZeOJ8aJSSTIBqEchyD+/3OeSuMp4pugsed54ty2ia3+8E40kdw2SzRBUl3dytCqYFptvP4U7Dd/xuN9+ZeAGQgy2WW2Wn0L2RbRJIrpRQUmHNk1jicvrSyvQ+EYFqWjWqJe9vKTIlseJNuuflOIsRy9BU7o5J9MDxiXby1gDTdoOn807UolclMnGxBGWYZRJNA0tXj4YvcDVFkaWKJG3NmqViiLLuyPTAgihT03KhyZnwWBoq2C2InRDecjYh9ySfHO0+gOt8t3qUUSpnrZ75CH8eXsE1wJ1BmdI5xgDamC2P27CXC4HRunM+VUzOqOCqZkRmGeCSYSJoqiIdNO/9tn42wApxpp+8we6HVM4ITc+DqKILV87LKG7WcV8b2ikqn7W947NnoSVKN0XE8FGakJviYTJvMEcwjIYMYkZb7wgPkzhsapVqhW8JbiCFWKNKoraJm1LrlZokyvCcH2u8Qads22yhLRjeYWUFZbsYxleaSxxrCHp1Sbjw9vRAhnN4ulM8nThcjvHE5f4Sa+nititWCWgWtqD6h9Qmzv0fbXiiX79iefknZnokw2jl5kct4Y/jgGJ9p7ZRwhSdIlOq4+WUORGhbwWbyCnMOzCZqSya7zGZzdqbvRJx47z8UZWnLH4E7lvrpSxqZyZcsqFDe//bLzZ+B8bEGVZVSlfuYmfSsl5SU4eXNlQEbyX4oeBLPVjIDDxxYPXC8M9lRy6pdtGAKxRdME4rU1Gf3WZizcszK2NNo10YQWFaoU/Do9H7ndDrx8vSSqqh7GvCqFYYJ51NB9QkbO7f7PdVO4uldAUTT1Tp7dkDMuJNQZqmJsbf2h8fPP4kgrpodzZx4J7FkGQUshGInehemZsAtmjiexArmw/DliDuG87Dge0wCaI/GN4/OhlFQzTab7rK6ES5SQQWVwhxKuC7oxGH1URH3hbE/+kSknX3gzNiXjtnS7rvOQ6UwJRZuOlfGrkzfYWYnROllYcmrte1SYChJ5pSyse9vKYuyipVUuiAnhPbOpL/rauNLgP5CDmXp+gjqVnXNf0UpHD7owxmjZBa2ekn0mQ20SjHOp8rlFNQawM6j3ax7YKvlwZzBOCZFbWGg2Xti7xClgZy4XL5nRmO44H2n4AyZSYahqcO3p6xQ5mS/C6GDWsC9ogqNgrtz7IPb7WDfB0d/pcUbbieabGyN940N+CotZGUOsqq6PM4H1IVnNWOlULYkX1WzA114qgfGOLi50iyQbUMp77pgc8DTVk8kZtzveypcboVWTzxdhA8fPnDvO2/XTr8JbXvi9OS080Y7bdRFSlt7pp5/wfnpO5S/4PzyPdo+QntG6yXJ8dPguF9x/1cc/Y3ez+Ab9/vbIqi/GGcemfji5d9J2ASbDiAbfD2w6mBm58TZmTPXWOrTvwTkL+1q7ffu76/bC8BDrcW7uuWhTkn4I12ZqQLhvbpMp+bg0TgsLJMhD5Bw9hE0gJpYP3IwRnaddDlo7+2IsxdT0Q004ccRTlmdHx9V68vTRrUg5si1GzM9EyLgBzGzP02xdB/X0rjf79Ra2TZjG4UaJy49KHVnO6VmP7mKjTkKRqWPa/IhHWoVxNNYND0J7D9k/EkE8SCYmzBH5oP4KhtVqVXRmOlQM2Meg6P/zHlz3G+YHpQYzNFRj5Rd+WTQ0wXo0N+unLbnZPJVKeWUcIpYmifIplvuQSlkRz09CH1Dy56ijbGtoH1nTKdYfkcSpIJIxbL5AyaNZoJKB5kUG2z9QtUO8ploho8zHAWJQbUb3oQSxjzAYwM7pSuSlP21qUR94tVOzEU2tjop+grzN0x+g8vA5Q66pc5e0zCRWOCdqU9EM/SsifVqSSespqFdjomvrEVCiRm0iOVadMQ+shWhWt7wdTNcD4ZMDjVcPnHWJ5igNMq8ZGOj4dmY107cd+X88gtUn+ndM1uSwRFXtJ9w7cxl58aUKRtRVqfD3nmVgYyCddi88iy5ee7jxk+ff6J/Gky/crTgswwuL3+P7oargU1ctwwQEbA6/blPXLNB1LafeCs3iipDoLYTKhtNtyS3sSQ9yQ57RR0Nh7lKO1vJ5SKJKcGQg6GDvh2I3XiSyvjphOM86y+QS+XH/iP3uPHho3HWJ56s0aRQ2xltv0C2v0v78A+g/UC9GFqfKHZBqIg7Me+oH2xlcpx/STuMbRf67c4Yf4nKDSkbg0ZjmXXEUXPG6Jk4SGDVskPmVI4JNCPqFwPamDtxnNOx3Fc2O9epF5Dl4AUSYnn0Pl/tIlajhXc3rpL9h0IcNHXz2UphZJvl2+94vf+WEVewSVVDrdD4AUqqgnx1FbzNVXGIcOae6p2Z7Q+O0VENqgI20S5ICMqkyMHwOxJveHyi6B17Uko9s9+d+3UBLxNKMZ5fTpSiyKiMkZv529tn1IQPHy7JpXTwoyCypct0d87nZ5g706CLc5TKfDVefxpsAroFUXdmQPlzg1NSBlRwmWgk/DGXVpeRrWhj4a2qSmsN1cSqp6TzcHSlR8/Sqs9VMTpuUC0dceLXzEDLlu1MPRs3zTGY86CVIGLnOG4Q2X1QLBsaiS2VBYXpid26DJaeY1WF2ZfFOZhD8nzEcVHwzpxlOS3vqFXmHITcsMPQemLoWCaDSdGAR1YvQXBiDmfbTtSyYa1xvZEuVOYqZ9MZ9niwxgOaEs1m+aKOGasTYSpi0iKdFU5tBbXkC45jPRhhyCOZplanlUiiTCVL8yQi8L4qjQKB5HzTswveatE5piQRvDLCr5vus1Q+X/rZKKJfwOuEpwzv59zkbSYaKgWxQu+d6+dX5n2nHwfbdkaVfBDCSJMMXhPykaXBj0iOQxVb3fRa29jKxhBN4lLWAw5Wr+swQSVVNhJwn50No8qjPI8VwIVYumVVxYqi1ShaqT7ZThWPxvm+MaPzNM/I3anVOD81tu2C1TOtfuR8/tt8/OU/wMt3yFKOpEok4cRHe4mgEzGynW9tWM3uk6ZL4idZ8kt81W6C7MP+8BiUUii1vldvInktUypp2dMk7CtCE7ZTfYdJ3J3JfL+u+cCJlIk+oJOF5fz/sPV4XxPJ12Rfm7IULxKKlKA0TQL09gmJO9tpGWq857qJJOan3egzDVuKUWdQpsOY4MpJWr4vRj7cYbXvzbVmHHMmbFM020mLZ7QsjksgRWirj7pIRS04nRrnS2P6zpiTbctmfXPAvu+IBKMH/ciWun0czH3wchE2bQzLeb48vXB6uvD7z9X5q8efRBDPp3wkGTYjsNoIJyc1OjHKu2QPCt6Ffez42Jl+IN2IMTGEZi3x6UitOA6TQcQN74kR55N1EuPMNODgvIFoZ7//zL5/SsLOKlUTnArXlPpFYlojBsxH2831JBRGQiiSxhQhreDzSHwzMKYLvdfUT0egcwOCUi+oNqxsWJEl+0vto1ORmzLN2doTtTbut3TUHWOn9/syIT1a9zpWgtM5G/qfzxvb1qgnZXvKV62Sxyi+2nE6dXq2CJ0QDES+PNhhTqFug9I8n/Jjx9q0Ju4ze0CUbGI1Y9BDMc0Mt9iJkMExAmsV1DjGyAW+elUILLnbozkUaKwnH5Fa91IKB2fcU07oIUy9p+NzH9zerqgHt9vbO1n69HTG55H9VZbfQEJXMJkQq6+5CCZKKxul1KUhTmJPCIZ7duSrS/8eqUlPjbgyLfta29gp+oBoWD6F5HhKUY6xuI+tUmNyempMKiM2Qgb1tFHOG6W9sNVfcj7/HV4+/gXb6dcMNbanCz6zp35mgakn9jgygJOBqNQTbXuilgutnbMPUEjCiP770odHX5qvG3I9fj6C6uP1MODMpWd+/N3XPWGsLW2/CrGakA8fv4+HP1o1rP4wj6fyiEau/5K66oZyRumRwdxaHk+NTkRnjDQliUDQmauJ1jWyWVUIVHxdL199zgadQshq89Dvq49Lbj5aDL+nnjvoIH09yapQilCqczobm2RPmjqMbSbsVSrc7776DAWig1ISfjv2YA7l9fOdMbK974fTiV88PRN98vLLE09PT1hVxp+b2ScCJBRTpT7ci6aUCJqdGGPSh6xGSRuuxuipoA41iDseaVTwOVHpmNzx2CEm03Ohz5hLddEp1jDLQC7uiNy5X9849s809exgV+rCwDK7jEcDKZ8pUXNAembPoyfWveRBh2ewj9GJ1d0O8jFZnqF+NRpKI4b0AafEZLfTGasbro9HNkGlQEz65YXT6cTrz46YYs1SSdAfPVqEUgvbZnz4eObj9xc+fNx4et44PStPL4XzJeVkIv33cHMiOwpCPgxh9EfmkKYQ0ddUXDzcljNABpKSBWIU+nSCg9IaWgo+BaQgeuaYhSc745rteMeY70E8G2ekbjtUidXBcMH4hEaW53YhijFm6sS1dSg/UbdnLk8f+e3/+5eUeqXUDTHYb8/c76+M/h300yr1V6viNbkeZHYf5MMjXPCRJKmoErbayErgFsv9G7mJd8ebMiWD+glnmtGoyZcoWRktuECKYdR8uIkGT/MMOrmPzubw9PSCtY16/oHnl/+IDy9/n7r9kA8ZqJEZt9d3pUZ2+RvZpC0mwSS00bS9E9+lPDH9lb3fEz77SuX1takG8sEHc4wMSJaaPOX/o+5dfmzbsjOv3xhzzrXWfkTEOfeZN22nyzZGBW7QoEA0aICQ6NKrLg2k+heoNq36F6geHSTolKCFQEj0q4VkUEm4smyn83nz3vOIiL3Xmq9BY8y1I67LkFlly8raqas49548++zHWnOOOcb3/T65kSCtdQ9a6Nw2WxvtNh9w8qIYs04IezDCy99xM17BzV0r2scJyYauvRGjkMThjtGENDFSsxqBbbyHNjj0jvLdwXaXvvqAX5SmkZ47scfbRpPx66tZvfF61lzYssOqahO2LbOVjMROFHeFhqDESVlOidBwl3c0JiYfWEYldCEUZb2u9EEjrAV6bwSdnbHfA2+OE5++/YS35yPnlDgeJg7HhIk7o3/dx2/IIu43RIhxKAYEcxzakC8dULxflksgprPv8H32oaBcyL3R6kplpdnGWj+SokOMRGcq2RfjAafxZJud7RBZy3s39vRMt5XTcgDc/SUSQAu5FIyK6oRSfVqHolIp3cZp0SfOW61EUVJU+pB3resFlUodpzpbAhNOZwvNVQ1TiKSgaBwL+JjOYyDnI6UeOB/v+HacJOblzHw4E8eC61hU4XCcmGbhcAyczjPnu5nlPjItAU2daXJlwS4T84dQS8V6ZzoAQ/6kwbnLyAbS6XiYRDe3biPRTR0dZMhFaULOmXk+YZJovYHM5Kb0aj63GK69PgCDNfcBF/JHG0fw3dWnGpDgN4skgTBhQDo+MZ/f8/n3jKfHjY+XC8td5vn9hfl05tPrlcvlQooLaaruDjVG5qZ/yNLlFiWmlmj12YFEsXkbB7e6W3dteS3QK1iR24IWNLF1mMNM7T4cROQm/xT1dklHofiJbT5M5H4ghJXj8cTxeE+4u+fu9H1O979Lmr4ixDsv5WXzhKPywqsHuK7PN9ZMjBELkdJtoIRP1I+OOm250kP5Dg7ixVquN9b1kEw4Ini0nLw4cs/CrhJ54XtDyY00+CRVPFCjlQrFC5O9kLq1cUpDNd5kf61t+ETMq3HThmlBe+V0TNS+kibQG0bCN4etOFbA4w0FrJLLlcf8BKaOXLaZnH0e5sqPiTCUMOD36pYrl8vGVsuIORS2rd7IkseTn5hDsJu+XqwyxWkY+MJQUe0KMI9ly9kRIWbKet2Yp4VSjCklppg4ThOf3r/hOAVOS2BeIqUX7PiXU6j+vx+/EYu4wDjmtiE3jKjsBMDGYZqZgnruY3TtZWkHwKvsun2L6YUuj2z5G9b2xJrXERe20fMIIx29wN47rXRXQIzEnBmnBqaYAHfGBU2uIqlG76vHpnUwKWy1eQoIisYwWhJjSDMqjS7qbBCAUb2pFCS4fCloJsTZL0A/rDsVTtUt+zsxNXSn/iksU+R4dDXCliGlE4fjG+z9BSFxOCiHY+TN2zP3Dwun88RyCEyTV+1xjsTFq4ldzytDJRBF6ZMf09tzJi3e5I51r5i2UbEPi736RhLE5XRRHDUQRnqNT/tnSldyEcJ0R4gLhlK799ytd3++7jd0q+ZDalVPsQl7jzR6u2U4WC1EukSYIZ4/51QL8XDmk+eNb77+CTItzEmoGNeaWUvnLJHYikMT97zGPow/e0VZoOVK3TqlNTQ1GkMtkaBnT26quWHFU1msAR3m9NKbLiEwRWVmwsMlOgQo2U9st8o8JFKCh4cZsSNpvmN6+B4PD1+xHL8Hek9pfvIRwJqMCtyTiEpx1opfLIneIja5pNWDVFyKqpL8/bWCDAXNCwNcb78OIQwut7ejfP70XZVTs0Zv6UVe29yGL1IxcwTii0qq0c2DFfxi841HDOR2IlI0jGjD0d8XLcTkLToJyjkeCLEiVJe7NnMOSgy0HijN4VhS/do6Fr9Xe+3kVijiDtw2qRMNWyZOi6MPMpRs5KrU4tdqr5H3H7237TO6fYbjRZWpENKQ5yoj0SqQNEGA3DLyePU8T5mIQZmSX8PrahwPkdPpyP39meUwkYKQ0uQ0zqF+/3UfvxGLuDcrPOoson6sUoYzzpGvKYWxiEcqhandI+o7cFk+Z142YnpHqz9izUa1K2V7HBPR69DtDmCSdWLywZSf4CKBiSA2LiwjkIganUpoZQyohE7zGKa6uQxIXBakYRpJ5C4l1+DJ51H9iy8Vaqm+mYTmAx8L3HgSNziXF/gvIz1D8eGoWCOlwOl04v7+gcd3R8w2NJyY5yOqvskdTsrx5PCwZUkcjxOn8xFdRt8uBmLc8zXxfqS5sFFV6db8JgqCSCdOY2iVR6hDH45GdfCPTxl8OB0Eor70Ubvg0jaJzMsJNFJRTPYMSFcueG7jPiAbp5nVOfEeqOtVYrIVCTOiwRELCHp4y1mF5XzP39HE8c0bsJXr5R1dA9dqXHNjK6BlI4ibyoYO1d9bbfTq9vxed7a3S9wISmlu8ymlOPM8d6wpapFimUR0y745eC2I0ufkktjgQ7xemwPaXjFDfJh45OHuTAifkOI9dvw+6fCGHhdqr/So0DotN6hGWS8DweyqjNYaQaObTnqiwwiWmIjJrfKeKOXtF1huVeg+vATY3b2RejM/LWliTq5yiqKjFeOnj/35VB1K1nZEMeX2nL03Gg5Tk12xAwTriCXPQh38/H1mYdb8BB4TyETQSpxGrudA72oV+rD8dwJS3eldeyeExJ0dybWytcq2VXcwaXeUcm9E60zmRUIpndKUWoTLpfP4eOXjB88UuHuYMPKYjTgWY4yrx3zt5eTYm8/BPG9gYpoOpJSZ0kIIyUNM2sbppHzx5SecjpHj+eQy1hiI00JMgd62m9/k13n8tRZxEflT4BFvW1Uz+3si8gnwPwB/B/hT4O+b2bv//yfa2xCjYhFXALgV1yfZKUXXioeZObgFV4JXKKVOlHhF9Q3KgWU5E4Lw+PGn5PyRVi8uDLsBk5r3ssYNrLiLU0MkBRvH506tftRXXtyTbtUu9N4GFU8x6jAPCVP0hZmhOPPoL8GYhjPUBmNbx43g5qRU6+1o6wuHK2DcNdf8JraKdYd/TWnheLjjeX0ixAPLsjBNky/a58DdfeTtJwtvPz1y/3DgeFzgFJjn2YdHQYcxwhcrEFoXevc0nHmJY2Ak7oLtbeBTXzafGDytSMUr7mM4oxhz8nnClI5sxdUNoA5SAmSP1wuNXjutFWop2NBmq0ZqdYZ83vLNvt5ah3olLRGJE40hU4snRJ2X/ubTRlej5PdI7IR5QmOiNOP5ujFNiR4rSrpVhd9RVjQbCTKNJg1tQssezivimARrY9BtOrgwhUJG8QDvWoO3XljoJXs1aUOvvl8TKkgMJCIpnYA3zPFz5vRAO3/lobtiWHS0amuNljesdGrZvP/bVlqro4XlihUhUiW7miNEYnT0K/bdoeSuBHntgHaDmCIm39FMz/N8M42JOLFy14mXrEBmN7apKkz11XO3G9JWb25PYWbXlNvQ3Y8T7LDLT0nxkEwf4sbgp2NX2AQ0JErtCErFpcjNmp9o1QgM/PKQiq5rponSQydslVmMZ1bvp5uw5sp127g8r3z8+JG8BdIUnXOiffBv5Hb64LaYD8VN9yKoZF8buuHhF+nocXAw2keZN2/uORwTp9NCnD20Y55nNERCSqQQiK/UQ7/q8TdRif+nZvbLV//+D4H/3cz+kYj8w/Hv//W/yhO+rgwAdnD8C/LSF28NniDTut56evM8czqdWJaF9ZqodQTwvvpQdhymP5/nNfbaX/1d8mrg89ot+i8Pg6z34Urcj4sv7+Ol2rLdgfyd4c5f+Xyvf3//3zBHvP79/bXuP+/u7ui9czotnO4idw+R41Fui3tKCZLfqC5dfEGR7s/7+vP2G/q73wdhD7SIYxF3jozKcIGGUYlHuZknct0/S17VLK++B5Hb37/TF3cVxJ7S8vqz8RSZ0bMFZ0+g2Lhh0zw7lTEeMbuj3YZse3X9L1/yLyS9l+/DI8AaoXtPy3bGh7Vxnr4BZ1/aDEMNYTYCqltz45IfR26L+E7sU/XgDE9zCrfPrI3rreFMndeva6/iX0wwmWU53D5LeXUBvpZwvr5uXr/v/efr9KQdJ7sv6vs/f/nveHnf3CSCPt96kRi6Ac3GDNlu97GnDbl48/Vruf0dKgNY5hKf2+u7BTePNWEQN1V0DOtHGtB4ru8oa1697lL3AaYXVNetsOY8YuAqqu64rrUiocHuFv0rHvv1KPISu3dDUMvL+rH/f8MQOrz+fHelz+31/y0v4n/58V8A/8n49X8H/B/8ikW890bvGdVON/GDaYyEONgflrAK0YLb0Qs+fW9+YWAfCcmoLWDxQE8nHj7/Lbb6SO4XJt285z4m02IRmiexR1FqF+pSaF3JmwP3keQZm/aIkSlZyeVC6xmoni/ZutuzLXjoL0rug7go+649NqReyRREIsFAqjIdz9QubDWwNOilu903Cr05Z10VpBkfeO8yPFup+crpcOBnHZhPxG4c5k9IKXG+S0ynwt1DZzp1zvfCfAxMywQxDU70UAJIHZ+9O/E6i/dprfkQSdqYIzQs9rF5Dhu1vcosDH7cnmNk0iNRJmcBinA8B95/XOlt8qOoePjwzkbvVUhMYJ1evgUSvShJBGuGFk/8ruIa2mtT1rbx5uHk1Uo1KgnTEzYthGYczl+S14WH6cwP/+Sf8eWXB5pCWgKWoYfmbtUxI/HNIdBtwsqCbBF5ymh/pDw3JEZiOtxS50NQQkyYBkQieW08X1dagnA2WlGCuBEnnE48P74nxOxKJr5HtwAsYzE7I+EODff0dMcWZzYMrHjfdy3QMm29cL1eaWUjWKMXUJtYOHLQM4iRw0qXztROPmGxTrMwcmBdAZZMKGTXywMyBnEhdKxthCik6AtlUGWZF6aYUA2jLSNEVcw6w83h5Ej1gqCb0NbyncW0NNAUPerPPO10ZULRoS50636z6mwa6URmN+SpIklBHW42RImYJpoWv9esQu3OFU/Vk3aPyjUXkgoziSaBem3UPNSNmmgtkkKkN+h1Y5aZaRZCO3B9DGhzp2qrVx5rZTlFag/oWonnzhJdgFHKhkkiYKhF2gXYGrHeMfWJuroUWE05Hs8jG3Six0jXQJgSFiIhKCY+U2p/i4u4Af+r+GTsvzWzfwx8aWY/Hb//M+DLv+oPisg/AP4BwFdffYX1gmhExXkpEtwYIQwkKjZS2nfq2V4ZdIIFMKfpxRhZppmkd9TtM3q/oJu3CXr1GDdr9QaZ78Pe3mujN6HqiESj0PoFkwyyUbsT3W4OP+s+S7fuyUPjC9+rTrO9avEdNo+/W8JE3FaCXillJYaFWi5c8nvmmjj0A7lNBJnpPbJHe6k4grbmQskr23YhqLEkJYUDp3ggpcTpLjIdC+d7Y7nrHM+BkIw0CXYLL6ggYQxpO7a3fMapI4TAIGGwk1DEcLynhNFOmVA5gCWCLsQwMcWJJIko3uvMdWU+3hGjb863WmYcs6UbrWyUzbG/qsr1en3FevEBXK2Vp6cnT1WZAnVbeX78wDwd0MlPTqZuwY/TmQmj9o274x3z9CNvP4XI+/fvWd68JbaGhOCzgLqnlfuC0MuLRb/Wznp9pinMS+P+zltEcYe1aUQkYlMaYdiB9+8+8PbNl6wXY4oT11Vp/YgwE0JH5AG1AHEZFeeZON0hekJ08U2utoHILVyvF/J2ZX1+8tg2HLk86cIyzUzpSDGjFod+yYB2oYL0YRNXJ3WGEMjVl0E/9neSjugzmQgKIoOwGSNpiiM7sXAAACAASURBVLeT0W7AEfYq0StLr8QLot73VlXaUGPJjpoYUj8bLCQRyD2TQhx9ZZcu9oEDfhnW7JWpf9a2B3MPwN2t8h9modv8RIxqyqzeK6/WSVZZ1461Rm0dJAwrfsRq4zAd/J41sKbErph6f39rjWvJ1NrH9R+94FIhza5wq918NiAjQQgHmL0GhS3zgkTxvM7x2m8nKilMaRlr0nCu/5qPv+4i/h+b2Y9F5AvgfxORf/b6N83MZJc+/KXHWPD/McAf/bt/11Q2YoikOI3Uko50HyaaXHYJC/Lq6OfDkI6V/ShmqLhZQCUxTwfOy73TENtGKQ6J6q2ystKqOzZrNf9iKaRoA8/qjkA/Stmg1rl+uJr3xRFnO7cGYR8QiXiaTh8XHw5gqrn4hLtlBu7vRhNMsUJR0jUQ5oAkZQonxKKHFvROq9DKle36kbI9kvMjSCVECKYcDt4yWZZAmmGajWURDoeIRsdwNu3j2PuqD9yE1qAUPDBWAXFehg6wkY6vMOFDWBEfovU6gXlPPIQ0NOQBITpzIiZKaaATu4NUx/DPWqeVlVYyVjd63uh1RczI20aPkSLCPM+YGc/Pz0hrBJkAZb1cCaIEIjIH9pSeGg+AEGqjWuV4/tRzLzXSSuW5FDRNWPBhtTNq2tC7uwxtjjNzOnLNj4ikgXPYrze/UXXgCna9f5eZZpB4wzF9xrVdmKZP2SpoOpHFTzjn5StX44QdAexsddOZ2jutVm8V1cb1euHy9ETZVp4vj6i5XG9ajizLEapwWTcf8CY/He0cejE/9WCOg0V84cg5s9XCEMc7D1sEi80lt8HNSyHtG5UMpYQrxcxehp4yWkM5b87zDnv7gnE/yih6uidvjXvfwztAEn59I7Ti6IK9+Omy+XdioHsferiZnQRa/ae8as90XHocuN1/wSE25K2ODFNhiolSAkFmpIcRKj57XmZvnJaI+z8bW3WaZ9TJB8ut0Q5G3eApF6Yc8YZ/ojbx12qRPQt2miYmTUw9uTExCvOc2Fmze+tKU3SN+8hW3fXsv87jr7WIm9mPx89fiMg/Af5D4Oci8pWZ/VREvgJ+8aufp9HaB2Qn65shfXEbc1eIow8qILeByI4vFcQ2wAarJDNFV0TEEFjm2Ql54o7L3jstbJTaMK2U3Mm1kMF3WAGi99jQCCEi2inXAtKplilt9ep43MRmFe19KFLiuEn3i9xo1dPZrXeaKJb3wGaPTzsdHxyK5++CkGYO4u2ULn4T1OtGzRfW9R3r+g2Xyy/p7RlRY4qJwzEwTZHDMRIX43BQYuwuEYu+8dX26IKMMagUUXp3WVUt6tmkIYzKzQsix+maK3d6xBnRs1fgaRoV+Txs8UO2N9omKSx8eMr0NruCwL9tZDBu1ssT5A3Kyvb8xLY+cjqdWJ+fUFXO5zOP75+IMXJ3nPn222+4kwdCmqm9UFIAJmKavWqqxhaUmE4c7yfq9QPT4Q2qR1qPpClxrRCaUw1VOnNQRKuPqoIRBzt6SgtRZiKZHv1z6LVhyYdwLgFxfv1WuqfMHE+wzoTwKaITcf6S+08feN6uXPLVFUL6MAbd/uf32D8JSunVpZfrhVYq6/Mzz+8/UFum5cJyOHJ3PHOtcHm+YiOpSkIipsVPkCOisHf8hDpwxSJK7Y2trFz7Sgp+0ulWCeOMtOvMgVdacJfRvph7XsKYRW0AsQpqMpaTPtKC/LEv4rVDbA5OU1UOMUDrXsGitOwnoH2z7AxMq7i8FhsFgrjksbbqAC93ADLqJ8xculq7692aucFOzG5+gKCBaTqRhrw3xuStjnlCTN1oE1aaKU2KB3v0yPWSEenMU6ckIcRELUazjESv5pP4hqOSiNFPd43miq8hudTgsxw3G3XWkhGgD0NZ7e2GAPh1Hv/ai7iInAA1s8fx6/8c+G+A/xn4L4F/NH7+T7/yueiU7R1l6mioTvILGenL2KW9LfEyqAlOGARaU4SKtUzrK0Ez1jOEASdSRVMagcjD/ifJZWrJaNvKWirVfAgYwgmRgEkZH08k59WDUWu+fQlOSLSbJnpO+8XvwbGMhgSA5O6xcob3/UYUllF4vhgSVqwptWwezNo75/u3pNl536UUJD+zlScu13c8fvgF2/p+EP0cPKShucU3BaY5INJJaWh5LdCHmHmXhvWhja5VKBnWtUE3Wux+9B2ysbCrAtgvPE8rxyK97ggDd4pqSi7R627cWXOlVOXpeSPEt2MwN7givXKaE5f1EbXGaVKe31/55eNHPvvsM7799lvK9YKZcTgcSAI9b6hVrzaJlMs60moKGl9621FctjYdPuH7v5WwdmWrK/NxIXdh6540dIxe/ejgykdRkrrm/TAdWaaz31C2OWrXjNwqCH46qZVqM9N8T7WF0+kL5umBNJ+ovaPpnsKCTAvBjgM+dfaA4FdDx2adtmUanet6Qa9PtFJ5ev+e54+PTDGypEQSZXu+0MPEdl1vw7EUxE8+fUJTpNOIMkFQNCbC4P5o8vZUSgknhRop+TBV9EU9YhJo+IlTMFrL8Gp4r3AzRnkB5pLAbgZl13+PW22kCu1D010do82Bdh5F5pshNuSrhgdwp+Bzgd6JKd4WabNAzuJYDQwN+/BbdkEurUMunqLjhFIG+1tIcSKFkw8Wbbw+AtZ8kJkITOKUwlayxw82RYpvbNtT51195nxIaGxIUKbDNNhGk580cUPdstzTpfHuwzeAoGmkHgXxk313s9J1XSlN6eKwrq387cSzfQn8k3EhRuC/N7P/RUT+KfA/ish/BfwZ8Pd/1RO51vWRUiBow9qFkA4wjWOwHf3YIaMnSxrzQteUO1nwSq3PqG4QMr1lVI0pQtSEfyZ+AVVTDouzg2uZKXVjiQeW5eh91oAPMxuDyywE2bDewDzKKwbXjAZ1hHbc+4AAyLjY/AQRpLlUUjw0oONMDutPPF/99YepYe1EKe9ZL19z+HBHmhemyU8HU115urzjun5kXZ+8gtIDIS4D6sX4xzX1aZLBYAmo7qqS/UjsrZRaOqUYeTNqDqhlV+w3o1dHz2pU4i4dG/hSG+qMWj2FJI60pY6bWQ5poRpct8r1KjSbqaUj8wAvmaLdW1Jtu7I9PxJpfO+zT5kmR3qeZg9NUBG25yekVX77e1/y4fIBmYxpSYQUaTmj0S3htVamMKO4ESnIATlMWFvJ+YmaJkppJJJL//Ac0yBClES1SAiNpJEUFubpxJYzvboqpDfAMtUUrdWTpuKBlO7Z5A2aPiMunyISmB8qTSdEpsEDCqN14Wqam+lFjO7Ze9RtY336gK4rzx8f+fDuHUECh9OZ+9OZy9OVLW98yB+YQmSeItEMqUD2aENKIk4zPt7w1lZMiwOxBiJZ8CzaXRbo1exLj3mf82jzlsVrKaJ1SKKj4n2dkfkS18broVwzmhrBBO07BheCFkc/I+Nk4woeG3b8S/lwU1WF4DOmOAmlGrlsmCm9B4zGC9LWBQG96QiyaG4Cai5TDkCIkSkmlskHtm5WcxWMBOgayWRXF9XqbPrNmNMJs4HPqJH1uZOvHwkxkuZI3Ar1MGO1kUSYog7ZsStXfKNsgyXzojKrvZGbD4SrQaPxtF65buuvvRD/ay/iZvZD4N/7K/77N8B/9q/yXCKQQiWEgsjVe2GaEZkRUdCMmToytvtCouJfQGuNXq/0viJc6GToKyU/IpJJSWHbRvSSa72lCSFNTHOiNW+RTNN5pJkHWitM80yalTUba74S7Mmr7NGH0+DVZ1D19paDVMYFpfT2krpujAm6L98IkEKkaQUuPF8zkn/Bth1BZ4IuzM9nQnK5XEzKgcT1+kjpV3ovmA1Urx6cN0MFZIQye3/SN9gXEL8o7EYw6x5Nta2VvPliruMINxejBY8YY+9H9vHubUz3zdj15b17CLW3vYQtF3oz8lb4+FTo/YCGmZY9Fmz/jMU6y5xYr53140eenx5vC8ZXX32FiPDTn/6Uy+VCyRvr9cLD2zNzCKzXZw7RwxLKlpHgbrgpFCclSkSCJ66gCTPIISIGPQh1hUMcdvIUvaWiG71W38QaJJ1IYSK3q4dyd79WwohvE4kEndF44u74FXH6HOKZ2junT74gHI9jWFaH/l1Rq66v2OcSg6TTSub6+J58ecaen3n/7luO04G3b9/SSuNnP/4J21qYponzcSFFpdWVy2WlizKf7jjcD+u8G/vxtlYaeae+6cV58n74fry/Vc1uE/eQ55fB4uvQkP3Rx2t3yeYLk7vLYNXzSlYn+8zAaaB+vwu55hvDxT0Vw3w3FvGrrqw53wbcGhohdVr3gg2Lo9jS0fJxI1DvPpBu0ii5+byrVnKu9BaJytjkx2kKbxWG6CHIpiMEufjrq7kOvn2AGujNWT/dDE0GxYu8funkNcHDmeOU0Oh/yqzTeiEEp7G+PJybTu+EKRFjorRClU6xzitM+698/EY4NgXGAltBssN8eqKZhyFXPHW+N1dQtOpTdA8QHsnmDK508wSYXC6YVYe2a0e6T8a9hxi4Xg2VQEjDWhyPpPngAQ69YKzMy5muG3L9iNaxQIuDsHSwXVRGhNpYxB1NaSNpndsgVcYOHAb4vltjCoGOkPOKyTtKm9G+oNOJvL0j2AxEV8bUM7VvQwVgHjendqP8Ge12Qe+K7FuVNPqZEuTVf2f05T1wt1Xvf8bmqpUXQBH0apgMUBQ21Cnjubrf3o1G3QrWJ9r1aRzbZ1rL7sYMO1xrHNu7cXl+pDw9cvn4kbpdUIl8/fXXfPnll/z4z/+Mu7s7/vD3f4/n52f++I//mD5N/OTyjs8+/4rT/adcny/cvXnLJWeXDLaO1Q2LydUMXUAXD8ylQ0oEayNnM2MSPFRg702TENnGawwDkpbwQOahPLKMmatSkioaEr0Hjqe3tHAiLHf0sjF5rti4uM1bXmav0AW7Ptqfd708cXl6JK8r5ekj5+PC/d2Dt02at5TOhzPXqytVnsuKaicm5XS+93xW8wm1WRpqrn1I6K3HHYVAH4Yl213CL4v2/tpuunczcl5fBnCqPhsYi/h+Dc3zSLgPYaQgjUV8DPDUjG4Qx3zGQ6mH/6K94Cp0tG22dHXoGj5AnhcFKUjwgsy6x8JpGHTQ5iffWjslN7Ks5Fxp2VhXz4oVezVIZH8dw6SEEQSaunqm13Y7aYSQvFApnVLcpa1pcnkznShxzArqUBRltt5ZpgUwSss0q87IxwmnMFgrtdJrIcfIskw065RWWcu/aQAsGq0/Uy0i5okXuTZqb0hUAhmkQl/dpVa2W3VpXcgD69qba4/XbYhBm0sBi8w0jeji6pa2VQgZCZUgRtRC0DtoHbmB54+oVe4P34d64PHp54D3X2PwAYhqQC0hRKaBv619r7YdI9CtEJOCyrjoIQZP8THr9Lah2qnhQFC3w8dQmeeEUFBraC109cgsG7Q9R9q+AyukVPz1BgX1gaUN6Vjuz5gUvzCLb2Ie1JrpecPyCnVFameK4gEHvVJ7JFjAMLahvInDwWo940npEDTfEoVaEqbwBaXes158iGxyD0DUDSnZh0kFer6wWObHf/ZD7mZlboV8/SVvZ+HxFz/m8PCG52fl59+843w+80f//n/Ez37+NR/+xY947s8c5Mzh7kS9XPyzap1JJy4NUpxcb7vI6NdGUnygtAZhA03oceYpb0gqHFmZY6fHZx4XQzbFshBtYg5HHvtHsrkr922ZPMbMGlkN0cDp/DkW3kJ7g7XsUldRWit+fUnwpB+MoNBLo7YyqlBfCD5++y3r4weff7z9baLCmi8jTq2yXjNPq8eRlfDLkbqT6H3hEI8UPbhe3mDZlBAza35EeGKOM2H5CimNfpgQ+SmXp2dabwRVP5kyE9qZoAcme6ZVdwpXwQmBODbCBOq23RZ56T4MLt1IHcI0UWK+mZOm6PemVIUcYUDuNiKTBn9NtVI2t7Y3gdIqWS6U3mhBIAXmMvv3ONACmrqr0DQ6AkcMpFKtsfYLH8pKLR7VJ6ZMenD5sZ6Y7MCsx9vhwho0MaqVsek5drY+VuY4k1snXza0KaG72ieyUEsmTEowd4zGATrDPJi6ictikwbW1U1EvXaoQwY6j9MZvjk+Xy/ujM4Fu1x/7fXzN2MR751cVjTPN3YH6rxd6cbWDM/6y7S+DRC+jeGc8JSHiaeP6qA115vuhgaZR69OhrNq7MbijOcpOYfDregv+nOAeZ55o28p7cy2XlGtTMmVGIGEmi/IYVQ1UjK1Zdd5SvReqHrFofoCwnfDTffkcDOWARpyg48S1FkNnkAObWA6bbgsQ0z0Xti2y5DhzZiN1o70lyl7y774q4ff9TaOmXnlcrlSsocKBDFEIvPkIQLWGjkb2sfrF6gjqbxWsK6UzNDNeotka8aSfPBYMpTShmrAU2FaOFMkYSqU0Hmfn7j/6nd4+uXPOCwzx/MDuTQeTmcOxxPH0wO5G9kgaOK3f/B7TCVzvV750c/+gi/1t1jiHbEHdDg4aZVWfbNQjDROTapGRdBdYWPm1vZeKF09riudiPUyYF7QtZMiqBSsbtSykZfEISgaJywEmji7XaSTJm7DShju31dhB16tZXqv1Oo6bbonvD8+PjPHA/N0gimyxMCar3zzzTfULVOLEacjy+GM1St0IerCHBYev31iOSuLzswx+knK3JjlmbEz8XBG9TOwwofHX2A6pIUYMTnLpklGRajNsydrHxrmWl1WO7wVra6janYkRYsRkpElEAajxcxVSKX7PdcZ8XuuA2OaFko3rFQoPqsq3XM1c6u0KZNbpYhBDbfNONronasP/kIa8Kxo1F7IZWNdNz7Uze//2hxxp83bJ4NHt7uD9x79fqr4zq/HKaKUQhnRcCklbMg1NSilNCzCPAXMKttWSNIJaSJvBWHE3pnQm7s6sRGaMoLMXTLtraxt8/XttcLnVz1+MxbxcWQL6jyLGAOa/IvvvdFLBKkYlda2VwOV4BySPpQVe3UwFvj9uXtNQ1I3BjS1Y9W7IylEwpIoFoghjS9VSJMi4qHAMSqn4ycIz64/XxKtVJ9ai/rAIyQkdmDDg1Wv3p8eTuFQy+DAdJBKjHJL3RExJM7sBglfB5prTdXzQHdqqu/0OHdbwESo5cK6TXSbKDUQtugLWnSXqoTusDDxm7Junspdy0rrLr/SkbgzPjR6N1o2178PzIGp0rqx5UaryvW5gyVSOjjx0Y5ct8QcF8QSUTNIG+0XZZWEig9Za0jM92853Z357d/5HdbLR8pz5W4c2f/8z/+Cv/jJ/00p3gf+/ve/z/F45Pd+97f49ttvieuBr9//ki+OM4RI7M6HVwqWnbtiJYAEgjVMBDAsTCNtyNtbpRautdIl0PuMScFQGgPGRGWKQkaobePDZaXFxBQEw52c03waYQb2YlQZJ8Ud4bA/al091LvsxjPl22/eEXTidHzwNBgpvPvlNzy+e+dcdE3cf3pPms+IRg79TM2Vet3IpXM6nFiWI8f5REgT1wH4MhOsCWk+QfFW47YlKg/E6UiIPlAVG8ESNEwq1n2l6w3yVliHxjrvGZeSh9DAT6OIV8KtdAoV4kDDMiB2fSxe2FCUQKmrR9q1oUoZwxZTsNq41PVWiUv3YXirRjWw1gmTUVqlPTuYrLVGaZXLtpJz5lJX5hRopXBIjfvjkNomf6fATSG0nyqcze7S39KcZVSHlHieZ2rfh7ijrWtGLR5P2ExJE1gSV0pFozVjXTOqdYDHPLIuxokYJ998djPToDliSmudnP921Cl/Yw9Pvbi6tKheSUsiNkPiILW1g/cxrQz4/ejpNp8qx13D2ipWiifU2wstDlteGA5mdPPjbOtKij61xwbZT1yGNc8eeHq+O5DLTON3SPE9Hz9+i5ifCvoY+qkpubtFvpgnEjWHl/tOq7DEZfSwXTOOjP522CWLo293m+6/GCecZTJ2f9wEVa15lJp0xDJ5e0SYKdnhQB2YNWHiWFzrSgsrvRZqq7S6gZi3TzCEijDRSkfFqzPoDnoSfz1ry7RqXLeNWoR1M7ADRzlBimh/oGxHJMzEOA0GeUUVUkyo1RGm0V2xMwvXdx95/1TYnj6yPjXu7+/5s3/xQ0pe+bu/+xVl27her+RvfsyhPvCTn22cH+6ZZOLEicvlAhKI80SUQMSHdtZ9WBhCguD889Y7EtwVaRio0SQh1inmagSxSmGh9JXSr9QGxIWolbKBTF8RlrfMhzf0cI/IW1TfQD8gzBjXWzW+G2JeM2K6uVt4r/asOXDts8++IKlDxf7sh/8nl8uFhzefIKLMhzskHjwcWxMtRh9ml0xeNx8QKmQ6lldsnDB62Wh5xVqFHkjpgbdvA/f6OVhGY6HWJ/LlPTWvLqHtgsrk11o3elN6FVqBXvwz69qGssenlT07HTD0AsUI8wsdUcyDhmUwU3a3gPQO3TyOUZQ8TiZd3cdQWmPN2d9TVFSvLMvCEhIqwlo3QMjV1SePTytb8Uq4VHNfyGkmhYklHVALTMHVLnNM2CvD4P5dvP6ZW2XbI+tSchPeNngr3QgSqcXljmWr5FI4ntzGL2MDFSIlO9Yi58wef+eEw4ko3kqm8x2oWs2N6/Pfgjrlb/LReyevz0AntEAzhewLnEn3abf4+KxbdbmaKIIT724cCC9t2Vq5gWzMjF4+DBnegNKY0VumVXz4YJ0YPLsvJQc6HZYDy8HNCzFOnI+fE+SIhgPPj+9o1TP8aH4hFTVCVHeBSeN8PqDSnLMhhnaHw6M4O0ODD2q0o8GBSTuUy/YBIsOBGkDDqB4c5DY2HnW9/EgqwjbW9dmj3kKgVUcRqA1GcanjCL+DivptiGWto9KpNFQrEIlJETMcTdHpdErO1LyOm9ugBy71iYf7A6oHzqdP6eWAdSGE5EaV1gjaie2DzwK6cHl84kc/+lOm3ki9MAf47PApX//kh/zW24VyNf7sj/8p59OB4/FIfX7iJz/9Ex7+8N9hSoE5TujpSDWllMK6Zt4cTrTuigl/eJtnb6X59eEyP1MgeNjDaonSN2SaCHUmHA8kOVA+znSZWZZ7qM+EY+H+s7/H6f6B890nmB2Q8IDqHWF6QIggLzefLxD1O9WeD+Ozn0Zq5/HDR+7v3noPduv87Kd/wZwin/z2byOaWIvxeNmoLTMfjj6E/+RT4hSZ5cBkjbptSAy+qAZF+0zenvnweOHy+IE39w4ES+HI6fgJFaGVZ0r5wPr0E1puWAskPUA3tnKF1sm50bPRtk7LzuDvYkyzUz29+nX+UJwCpVfKVomvYHIyCJQhMMxxfgLuPbhb0xiuS5c/tlZp9gLjMjPW1Qer67oySSCGQKYOkYOHk5Sm5C1xXTslG2lJ1C0yL4r16M5eifTScOpBvLV9XgPG9kp8h5lpdPGBqucGuPbQyMUFBEETzZQtZ566O2HTfaQq2AirWNfRflKllE6t3n6TNja64HQ4o6GmRCaC/RsWCtF75ePHbzmUE3FamFpEoxGX4EOkNkJQZfSqzGV8/ofFJV8itA6le2VAc9lbrRXpF6w78Go/DnkLRqBvzFMkq6eAzPNC0DTwm+BLa2eeP2Wa7knJeSHCR1p58iy8wUrorZMmHUfbRJDixiXasCp3Hww1P1EwqoGgMpyRuyxQb60N75PriEQbRsEAGmd6C7TipgdPRgn0ptDT0ISro3O7Q8ZMx45vgjSFPgKlO0PCaUClyU5gm1zHi5uYem4EA22NXotX1YPIuz5FluP3ieJT+N68R71XOjmvBKtAAfOMxB988Tnf/ORHfPPjH3H5+I56Nd7c3/HOjLxdWRQev/4Z/XTiiy++4JPjzP/1//xz2uXKm8++4Pu/83sUUZ5L4XK9cvf2LWF2dnOpRkiRrtGLAgn4iSON1CiPyWM6D5XGCbFGkM9Ih0woz8jha6Z6ATp1cHPuP/0jlxWGBWSmd0WDw718dvBdbdg+9GWcCte1MqczH95/zbZtHA93TNNCLZV1vfqcRGe+/sW3bF3Q6cjd/RvO88zd+UgphcftI9++u6IIh9kZ7GvJFPPB4ynec1wSd+cD5+On1O2JbkJpQtKDuyvVaJI5Tg9IiqwXpeXN5aviYRp7ZeqyOufKhBAo2x76YG6iQ2ibH//nNPmAHQjOzxi2N7uxUbrZaNENyS8+PG0GxTrZ2th8wy35qY8FMbeRoJWS4zS688RrgVKNUoTr6pSjpBWbZqJEpmkhhQklYfYS/hxj/I7e3eWImS2XobQJLk80Q2MgSESrzzbMOr101rXxdFkdnqXGFDp9FFB7x4DxbtM0YT3QqlB1TxfaNyzYqY0eHfnrPX4jFvHWGk+P72mtcTx2RJzCFoqnSbP3ib0JPEwXgoq7nkIfme0NXDihmPmRzXvk18FGGRIqxI/JEin14pLAdDc4257us1fEIi4363YkaacvcDo2pAesu0bZB3hG0M5xicRwIFI9bFlHb1U9EKL1TreI9WEhHtX6ziN3MxPEYUS4YSrVd2Y/phoqkY6rZJyI7syNVjKlXNE0jCQxYNbG5H/clGVUVW3ov7tLvlqvjjnAPzszIwzMbzdDu9J6Qc0IUpmi0Uwp5UpeQdMzKdwBhzFTWjHJrqaxl2O6SCBE2NbG8fQG/R58Q+DSPvD4fKH37rOK45FDXMi18s9/9HN+8IMf8PtfTvz0Jz+lXL218/3f/wNOpxNFNnIp3J/eeuqKKl0TQaeRte7J5ViEMXTu0iH4hlebjTbVgkyVaW4c0qcsrZJb5RAiDSFOZ5+B4M9t2twizjo8Ai+tk9dDzp33E8PB5zgWSHHheDzTe6eUjev1CbPGVhqnh0/49O4t6XCkVcPaxi9+/hOeP7znen3mtByw3nm/VUKK6GF2DXhKbFHZLpk0GUvq/rrMB2omkSBXxApqK0vyTNiJiRYqectcVF0TIJ2gkIJSMGepD6CrBvXCwwa8an+rQejFK8yu7jXwM+WODXbZpQ2cAyI+6O6NilDVJAA3zQAAIABJREFU+eBtgMhCCCRJ5JzHZ+hX+9qAZp7pakYuPqvZ1oIZnnjUFOvJgWFhIo0oRiXd+uh7kbGvDa8rc1MhaqB243rZBmlBXJoqUEvjevG5hJDcHFS5+QzyCGYPOt0GmKfj+QUqhutzXYPhlXpvDWv7YPrXe/xGLOL+JVyIOVGnI1qqa3HpA43J6Inb4H6M3ZuhV254u6D6cKXl5rbh0qlrxfRK7y90Oq90A0GVUq8++dYXXSjsRgUfRAhCDBGkkeLCYbkj58zxCJtmfOxVmFPguARUKktKBALWC710ir7Y8F1LHhAZEiPREYCRbjuzDq2taiSocyPMPLJO+kvrRST68CxUX7RH8GsqlWxGGPxsM6OKD5JaM1oTylbcdTks+GlUUK0qgUYphpGGztpVnqUUestAQfaNtHdKNS7157Rz5LQkVCfH9krzndA61zqccQRah7UGkCOff/8NP/jB7zO1zrZt3N/f86c/+nO++eU7pxeqYtvGn/zFL/kP/q3fJXTl2jv5cuX58ZE337vjzZuDM8Wjx+0thwNb8VOFs2zGvMP86N7EB7UikYZLQLFOXE60CsUqssxY61iuSDx6G0pWh/fr5N+NqM9ppBBipdWjf1bf6YuPz8mMw3LHx3fvWebz0G1HLpcLIQgxqeOXlzvm5YRpZN0qvVY+fPsLfvmzv+AwCXel8vGbr73aSzPz/T1TjB7+cf9A1gDSaPWJWp6pZXUliSZPWZdvMNvI+R1RLwStTHOBpFylk7dArWPBHNW0tUrZNpoq0xzxiYnrvxV1/sgY0lnbhp/Ch5oEfHiO3BazrgHTUVWrn7a7mNMXRxvM3cV9xMr59xaCEtVbrh7aUqits22Z67pRC6RlZkqBmJQY9YUHI4KKq7/QMQx91Xb1+82LpungAe21eHsFFcqWbxyYWjv5UsZrim6Tl+GraP7cU3TF2esQjjgkl8DNEIj4vZuSCzBUHIXw6z5+MxZxjGyFyErqj2hvqM0IbrVvsrlm2QRa8P4tbj8U6VxqRTTSeid3qN3o4gPEwjM1V9d+j7ABNysUX5WA2joiV0L8HhI+xeQNGg6ElOhsrmToB+9bxwRxIi33WJioemWaMmczjscjSQNWK2obsCJyhWlC+oaRXUUjGbQg6jFeaoYm77+buMAhRPCUEnfLGZsv5G0oAkzclYmD9ns7uWqlKb1MlKC3NG4bEK0+LjJrUHL3iLH6cvHm4kdIxMNrQwOjjpOQgGRU6q2v3aw5UTo0cv2I2Ne0csDSid4WAn5zxDABs0u8rFLWd8h1JX/7C7b1wjc/yzw8PHAZUsTD5ZE3n3zCv/27f8j68cLj4yPXjxc+fPOeP378yB/8wR/SPjxTm1DbjMgJVEjLQraFw+HApVTnVnQP0FXxzbhGx59GEYKZQ9fAq4IYkL4RRsGwg3jjFLB2JQX1AZe4WajLriCIYGdq3XXfjCQiD3YGX/B8DvHEcnwg7guHdWJoHo4riRAXdLqDlJBakHLl+vE9l2+/4RCS+xxORz7/4isOhxMSA12FXBofc+Hd11+zLE9jmOgGFrVCVIgx49TGlYhxvLsntJneruQmFNvo04lQH4naSbHTayZqZYmBFidKNmwelaMZpkofIKfazXvzY6FsIpRuBAyiIJNzTaLojT3UGIWZmhvyeicYXCfhkAKhFlItRCqo4xRUAnktCHVIYwVLkVoaKfiGMkdjkkSSA1M4E/VE1ISn88ChJNZsA/mqlNbJFbbiDPbaKtdcKLmxte6hyeYnlFIauXV6CO4O7Y05GMucWILQS3Wk9fzAMinSNy8SW+H56cOQBOvAIew42kwteThoO7W8KJp+1eM3YxE3o5Qhf3st8xmBAGbelQTFqrdKsAI0dDifxGToxl8q6X1A4bvnqwFG9XRvG9UR3WiXp/+XuneJsSXL0rS+tR9mdvxx740br4yMR2ZlVVZlPyRQCYkhSPQEhNQzJEYIIfUE5vSMaY8RElIPEPQExAwGTBASYgSTloCubKq6qiurMvIVj4y4cd39HLO991oM1t52jt983awuULRJLnc/ftz9HLNta6/1r3/9P4flgZiuUTkxLxNmowQAcC3hIGHXu1admCYvya5zdDxQ8MyjVUQmTBvWjGmKnFalupr/bvdGkI4Pjsw69iAd+kCHwyvqOps7VqgqHYftHMZefg1Rnb2qMMW6tkS1ur//Urz5W05l578KEEQ8yquL9GBtP68hRB8/r+bnRkFaIoVMnAPNFlRh2yopNkLw21TESClQTZCeWbXW2E4F25SvPv2cz374Y65D5uX9EVLm9s03+eSNN/jgW9/hzffeprxj3H7zLX74l3/C3d09T994RogzpY9839w882onRFSNeV5wJ5nBw+1mv723sGfI4XHZanaGQkRca8NV9Vr/G/bo98f63TPvIPu5v8zGwTdKmxaWfuP6TIP3FqQZMS88ub1G44FWCps2Hh7uON3dcb1krpcbDsvMen/Hi5//nM+OH1NQQs7EeeL66TOur6+pVck5MuXuzmSRKK0LXCWCLO5xqaur+sVIsgSmLpcaDBVFpVsCmn9NAAmNICPrDuembRTfYPq96PehV4+uZMgZtgjmvqtmY/DXlQm1MbTLLS2Uuvb7XjmkuEvrmgp58mGypF5tJYEnt1cYnuwtObDMrrE/IMpxfynm/ptlo1rvU2nbr0lpTsEtna+9njbWtVD7HEot3cbYAuu6UdeNJ09uyEmYEkh0AkZZ75nSAtZY17Xb6sFVMXKeUT1xOBxQqw69JKEUP9/lX7YgrmZe1pTzqK8xbKgKBMd9R1DSNhqUiph3qX3hsN9Al6VSKVuHDPrghcE0eYYkfTRabaPUE1NbiVN3LTfXrvYnerPEd83hxs5utZSTa3BH8eGDkLJX6FYppfFQvmKz1Xm0cWCBnq0YEHvzw/HvRNstwPrNQj4Ha3Nst58OgH3zMuNRcNHmptOX9lrAHuj9fbkAz5TmnYbpC6kgYXzfyCHTzGlnRkQ3w2RmCjdMhxsk3RJ5g8gVWEI5+nBWDxQhXWNhnJvs03APGzcy8+J0z3R3z3Ut2DzRmvHFwwOffv4p19fXPP/wm7z7/gd8b/ken376OTFNbNUIy8KxVJ5d3VC3jThlNwyJwTckHr/3IOcg/moA72cSukCRBN/UVK2fl+YKjvALAXoE7SBnXvio/HbJZBGYlz5A4+7sVSHOC2rCzbKQponT1nh5f0c9HdmODzy5Xpio/ODP/pQf/uDPyaWgAsv1NfnJLbfP3+TqyUIOjdP6kmlOLmPsF9obbOJUXpGhROmYbEgu6iZhQtTYSqDqRrNCo/h8QagQFAsNibK/Jx9gc7jAmSed5lvP51ZDIBZFpPZ1rJh5j6UbkXaneNkHb+jKh027GXGngYaU0ebQylXyno8TGgQphsSJVh21n9PEMk3kmPd40PAxe2verB0BvNTKMGEYzU1wYsS2eaNz25pfs6EAGoRaGuW0gqvKE6IwL9kdoFLqPagjqo31dO84+amiNXOYMxwCWc1lCmJiq411G/Hr9cVTvhZBHHMj2rET7gtejF2hrKuBQUQ7pcJZJs7C8MHgs1/jJe+zlHJBQ/TGyKXLt0+AKev2kjwdSHaNkZ2ORsRTkNKbdYVSBxdY948UhRSNKbrZQ211FyGqppwe7h0jji6ek5IPFRnQ1BuM/sqkD54oxOFnGdxzsLNWpPf0h+u4aqNs3fEodW/EJKQ0bLT8fKYwUa1iwTcLmSZIvdEH7lCkLo1qLXSR/3GJjJUTQ9SraWbdBBRKiJgm8uF2ty7z5jPeVNVCbSvEK5zflZE8YRrYjhvXaSYuV6TTRtvUuc8hOMRQF+7uXvKjj/+S++99j/ff+ibffO8DfvDxT3j3w4+cwZFmXtw/cPPsDZpKbxDBPE996KTDKb0Rfol//oL4vmhvotuZiokzjPw4ey3+qkD+6tf7ugsu4FatUhGIiZxGpeWJxbaeWNcTD8c7ZjFulsxnP/qYP/uj/5OXX37O8ydPmOrKqpXl5sAbNwfSFEjRp4BjcleeeTmQh4l3K6DBYbEooBFQQohEsv88OiwzZhNiEqYpEW3yJuNkTFPCglfNdNpvG/fbxWyGVDqzy9U7iyaSOuQihido4lomNuYighByekT3u8SRBXN1Rj0P/agvRKqOeYrIicYUMlc5s8wHfw8hebNRlSouOWvqOHcIgVo2Sp8Cr9XdswjRk6+HI6fTxhDb8yQTINE2Rw6WOVLqA0+f3DJP0Yd4EFIfLEoJbPIN5uG+8HC/UrbgKqnNG5q1OhKxbsNk+jXiZj++FkF8NCvd1SNS67ZTC8ewS6tKq4q1QkoTWpp32xXAm6CqF7QodX6qbn1B1HOp1lT3DvF5w6jUduR4+hJSJmQjNMdzVQPGqWf1bg6BCMZGTErKkQTkPlY/XGzUKiEqW10ZsrRCcMOBPDacvhh7duKLdGiBJ1Q8kFtvyGnrDZ02Gii1b4Bj+usMp9SqEMNFMEkulEREDkIrm1MFO2YujQ5B4a9/TBrKGEf+yhcYAjYxTQeHF7RQywu+evCGaAqVFCeWKyFEvzGCNOKSkCgEItv9ikWfsrSyMYXIepNYO+sgC9zkhbs7H7B4Z1lYf/Bj/vkXG9/9G1e898332RDy9RXMM5Inb7SlM3xStT3SstaRLV/AAK8ejwMvmJ4DPpzHtS/NbC+hGevc3/HzS75za421JylpygyrQMGbcdtp5eF0RLd7nl7P/Ozjv+DPvv9HnL74Od/79kc8/1vf48vPPuXuxz/hEBae3t74HEAI3UwhMs0H5sPiUFjAtdKT7F6pmDfQ3Q9SEJr3P2JG20aMkcOykLyDw6oK88JBYJGZ49Hx3W1z/r9PLft5sdDljtWzchXf+GprbC0SavARf/Pcy8l0uK4Q3vjsBLRzZRO8hTpPE4TIWhxWzTHBJLTqrKkYA1txTfgp565UGMjd/zXHSKluEzgMHwHKeuK0rR32OVeox4dth2O3zWdT2kgOq7832zx9nKbMzZXLGBsrObkUh8T+PqLTFFtrnU7qPYzyUDlVu7AhbJxO7mY2z8trx8+vRRA3M07HlWmanP2gbslF51jXalg1atXdzcRqbzyZOWVL1KlszR7dXOOGa5yJ/cK5Cz0y842NWk8QBDvh06JyItnsIvm67llbzNmlV6V0Mf1AtOTylgHv5gMhJe4fvuK4ncgxM0/JcXJqh2u8VA8q/QbrnEaLaEu7oYMFF7SH2MmkwrY6dtb6+RjH5XTgGWfvfPRuCqChEFWoAho6Xt42aC5Iqqq0ngkNtourIx4dpgihM3UcDrBWaBaY5rdcvjXMnRvbFfLMsUyxRsgLKUbS1Q3T9S1fffJTYvPR9pJmdF3RU0WLcSz3pJCwUlnXO67ygY9/+ilp/gHvfufbXL/5NvP1Dfn6CUZEwkTo3f9dYFV8WMM3H+M3F6njNzsxzvVRgeEu9atdzy/P/+X3Y40DXakTovil9qRY2U5uwWZmZD3y/T/6I372o4/58N13ee9vfpcXn37KX/z5n/Piiy+5jsLV9VM0TZyqEptwHQ8sV0+5fvK0j3N3ExRr/vKDdPcd9kz8zE92TR2HReDJfMPJAktIFCIbMzoJWygcQuWr8BLMKNUNTqwb/Lrbj0NZEpzSWE2JtSFS9s3T/6d2yKs70yPeHzI/87F7oHqt6lOTJgGbPBNv1Vkcc76iqVCLK2lKcJ2dKUamNBynghsPq8ObQ8Nmh1maC9fBGbcfOkY5zcwzzjKrzgdUdes/mjDnyDIlbq5nptm4vprIQVwmt+PvIYBcR7ATVcsO5wTgtFZC8X6bS+56xn//UH/jSh3H1yKIY76Tr6et408beYqE5uV42dj994IlanVrqhizXxj1Es31GTq3mggksma2LdIoexB3QaSz44iDMZ4h1HZEmhsaNHkglky7oEY5Ta12P7zqG4lEREPPtoFux1TWI8fjPSbK7XLjN5Y5HEPwjaA2vMLoZaUZzrSp50xQRPv3LprvTWCX43Q4RR9tWMCOV44N63Jq0Y2gXUzfOeAuoZnMNZBbcw1ks9FsHiPDM6EFZxpIZGueZWEVIXO3fsaSI9fLNfN040JhIfs4MXPPPBsqibxcc/Xmc8LPrvji85+Q68o0JXLwTXM9bZzWglxdczgcePLsKQ/W+Nu//7d5cTyS08zWmitPmhG7MJFf/8tQHToO7KTUc5B+zaVp517K6xyP8O9+7s/9Cvf0ZMAFqtAK9/f3lO3kZgsoP/qLP0EfvuQ7H3yDT3/yU45ffE5oxsv7E00Fu77hQYVSlGWZWZanXD95m2W5QW1CZKOnEejAwXv26bDiwMhk/3p33AmBRAaZXKE+KCm6OmJOEzGvbp7QN/o2hN9GA3nAhCa7Hn3DiMMrluTV28jEOxMqJBej0p7IaNf/NxnsLH/uNE0UvCm+bRUHLmK/tr5xiEVyyCRJu2a5x3AP0C4Zuz2CXMfH0F6SMZxn1pVDz32202lja8qT6YaUfILOqC7itiRUHf8v1RMZxS0U9eDzEobfz0WN03rq082Rq6uEWvCY8Ft4bP5GRrmI/Fci8omI/JOLx56LyP8sIv+sf36jPy4i8p+LyJ+KyP8lIn/4Wq9CfDGNEzmYE7Vue3Ny15pAH530y5L4zCqQPUgPJsmla/cIyJeldUqpd+8bxtbF5+8p7Y5S76jtiNqK2kqp9zQ9oro55ohnqtI/RkN2qy6vGaP4pJePMJFkJjIRZUI0gsbO3e5d/Nqtpkx22KQW7ZxVpbXLr9uuePbrAs3ozF++793F/JXscTiJOy55rmCsXaH1gG4LrUxYWwia2R3vk8NJzuSRPhE3dXZA7A4qXddiSmiI3Dx7g3xY+Or0QH1xJBwbM25iUGOkTok6JY5L4u7gCn03Nzc0g5hnNESqPQ6W4/1eZn6vf9j5Q+zR92avvwG8yhMfRxDtQx6OVbe6IVRyEJDGVy++ZH34gturzM8//THHh5e8+YaP5TeFNC0cm1JCIsw3LLdvcLh5SpquCfFAiEv/n2cmk8OFnXsdB5Pp8XnZq1QRkkWiRTKRTOqaNIkpJCaZmVJmimm37bt4c3sVuAtF+Tjmfmb7E8/nKF7ck6/cn+P6vXodhwa6SCDK1KUnItK1lEzPzzXr2kGXvTJ1H0tPxPRR3IgX94ZbQl6qHHrVMjSOxv/xe19ddiOe+2w5zF5JN3Z41z+EMHXITQebqdN/hwkLv77iuzxeJxP/r4H/AvhHF4/9feB/MbN/ICJ/v3//nwL/NvDd/vGvA/9l//xrD/dJ6VlYASzycFdoV35Bj2ElICRJRAStFanQSiXF6Nh0nIhhBvFGYsBHZrNkbq4WqGVvXCzTvE+ipT7gEsStnsQCFNcPMbl3FyGgcHDer4hn+SqkENxkoAl1ymh0Y1StG63es24PiJSuH+67uzsSeVZYyj1qm2e9Ne2LM0gkTfO+gEyFtR2xIY3ZKmrqHFuMkAIl47zxbIQ4ZGwzuZsapJCR2YNr2xq6epkdJPex5IlWhLWdXFKllu68vdFkdQXEkDuvPRHaFaZXxPQN4vQO0/Vb3MZ33eJunr0sbhvIhoZ7antJ0plZGqIvnX88bTz56G3eePav8ad/8s+YHlbuXtzx4uGIhomn737EzRtu2RbnK66e3nK6fsbV9TXL9Q3kmavlKXlaMEmoZIbDkQexnh8wXIhwDNfYIZKwN6jxxl8PbiN0K950MxyzzNoIHfsV8UrERvBS8+lbMapVYhJQZwjF0AMJmaoOQygBi4Hl6sDDwz0vvnzBl/dfcPv27/DTH/2YLV7xrd//yClw98IaN+aUCU+e884H32Jebpiursk310hWyEfyUpk6Y8skQ5w49ZF4Cf6eWz6iujr3PTwgdsR0I24VawqhQjAkZXJzK72tFiQ6ddFOlSu54sEKrSrHsjEdEjllsLA39mxrhKFHhMtjJAukmFDNuFFdxIIwxcWRwg6FtVDBEsG6L2aI+0i8VL++83RwKNGMZg1RJaoxTdCiu1NJCLS29Y3TPNiaUcXpnTlEKlvfr12sLUZvsobQqFthSY14yNy3lSLKPLsRSJEHJLu6oYQDdZsoyQfdUhQClRyMtblErhuPnJgSTBapFoiHwHGtDrWaUi102d2/xmEfM/vfROTbrzz8d4F/s3/93wD/Kx7E/y7wj8xTov9dRJ6JuPP9r/sfY98czhuXFCZ/DYpK3HnOVr0DLuaYeEzJn9ODsEjw0qlnaNoiy3zlGXIaDU53ph+UMQsenNTOVEILZx7rZqc9gFcRokSSJp8ENGHd7j0LNaW1Qt1O/aZ2WpRFX3jWZTWNhqrsGXjpimkuqmO0dr9nUmZGUaeVmXkW4RktjkGK+KIJ4Fmw9Um7wZ7xQFWra1e04gyTGGYExx3NAnFyzDxUz6jv1+avVQfNzhUXxSoihatFCJOSD8bNjTAvk/896UNNtrrtmTZnMrRGzo7rH49HvvriS+5efMWTm1s++va3+cvv/zHzk1veff9Djg+Fl8eVn3/1ElUlX1/zZo4cbp8zTRPz4UCY5zOvOJybj/+ix2VGf/k3Y4wdVz1nra/+3iP45TIr5dzcvGzaBUnU7pxzdXWFiLF+8jlXt0/46INvYVq5+/ILXt4dubl9zptvPOPZ+99mPhyQOHO4uiUtM2lKqAx9ka6J0xvlo1Fo6s3NZJ3ppV7sB7MONfj04GjC+1Ns/x7oUgXWWwOKaqVaJWih1oHrxr2p61OfvEIk4FEVyLjXw3m6NUjsUBB9g/TBtVaVWlrvA7VesbLfPyKPK8xLKMtUaa06nJXOGXiMseucxJ6JjzWQaG0GArY4DLltG9taqbWR8tSbqA6PaINWxZUdO51SxWGolLOrm5rLSguJLVRaE1RdalstgHoS8ttUfX9VTPzdi8D8U9w0GeB94IcXz/u4P/brg3gQ5sm7yDGEjpuKu5iHgCXHktUCYo1koU82WW/PuCaEBzZfoGo+BGJBoLm5wxCWb30y0XUNetkScndjaVR1RoRKn6EFLPv4uIsnRddeCd6AjBJAqut1dCZMrUoKiSBuNDyCod/MOO5cjVqMsinHdeuYaSQlJcaEdOVGM2Orpz7d5hibjxL7QE5Mlxmnb0IhDpzw/DGsr0Sii251KVAzd3FxKQK30Cp1JYaZqgXVQKtC6hKvobNgjsdPSc1xUQkbpy31Bk0mh8XNYs11QUpZITxQwtqFxg689bZXGz/7yU8Rg2ffeJeffPwTZC28/e43+PD520jXsWkxE6aJNl17pt/ftG9ivpmF0a/7LQ6/WUfQtkePXzbIB1wjI1vsPYcQAhfV+3nIisE6sj24XAb4HTsP0d1uZKFV7wdJmLg63CJ55vRy5cuXJ6arp7z95ls8u31CuH3CNC0giSaBuhZES7cAU1pdSdHZQzFEPy/WqXEGi0yoNlo7ISre86gF1YKY88ZVW2fmeFWhtI5Mq5/i4Jon1c5zGbXWfp7Y4bQzpDngzb7pWtgbocSwn6OxMUbiXhUJPhwmKvtH6N6egg+QzSm6zIUZVguBhLVBgWykQB866hAkvlmNjTQFT5hir8xmqr8GSySRPo2baXOgzMq2VU7Nn69WOB0rhxkepDF1SqFGJaVMmoUYQU9HkmTfBCWSYnD+e4StQqsbSGBK6WIa+Dcf/8KNTTMzGWNsv8UhIn8P+HsAz5/NLMuym8lacxJ+a35xm0kXznGdhlorYua4okVCdOaDhojgDiRFHdogGNM0EyW4e3pww+UYXPNgBHEjk2LCdAV8oEdGKW3aDQcEwpnOWJtbxzXoVL7Y3YU8YAoBLWA5YzIyYs8qhn5Ja866KX0MO/RmUEixlyjdBFYqqq1XCvtJRE09Y9kbs37eYvRu/6BDIoqqYM35z8HEsUo1Fwxrhrb+GvswUQgRwY03WjNohZB6ZhpdWGnVL7g7rdzdf8nh5g0OhxtiWDDc3ceVFXOvQApbK5TNA1ok8sbzt1jmK+7uHkgC0+0biEW2tfKnP/whT956m+vra+blmvtSqdsDPBw53BSub26Iy+T0NHMf1b/C+uXXBfFfmXGr7ln6qBofZX09Ex2a9ruK30XjeTzX+eqQc+b29paQ3EuzrhuffeG2hd/88Ds8f/6cHBNftcJ62ojRs7r56sA0Oz85TtENTXZ8Fcp2QoKS+2au28pWjtTtJVpfIDxg7eiaJ9qYgtBwlU2n3Q12Epiow0EoEsUpo9abxuJj/gP/DRHXg4nyKICHCKYXQTycMXNPUui64vsy37HoGF2F0N29esCPkRbMRx7GFLOZC1I1rz5WG2YxY5iw7Vl+TK4DHqNDpKqVIBCjX6+UKq26BosTMBrxtKJHN31RDagax5P/vzolmhnzpEzL7G5JVhzD78mVG0FUdEmEKMipcOrU5JgC/384+/xswCQi8h7wSX/8R8CHF8/7oD/2C4eZ/UPgHwJ8+8OntuTum6Sd+I9rEJiZD6REl5Nv5kM027Z2kZkMKTLFQMIHVWpfcHQj4Xl2IaNp8uGPkLNvGBflrhJ61smumVFKgy4Xaadjfx0GxN71VmpnzVj35dOGD8oQWKsxpRmV5towybHxWqs7uJfzbpvz3CUHag/sj5kOMdHH1Z1UoFacZWKjKTLspjpdEe2B28eWVSs+6B9cFte6ohwBbRUt2llCpW98E5WEFNknD7WtWBMOfaTdS+eZ4wq3t7dcLW9xWK7J8UCUDM0ZNbfXt877x2GDWpSy1j40BGm+4koSay3MeUGLEGb46N2PaCM7Ww7cLAdycq9EEyhaaKoEa8TgPY3wiGL5uNn9K9Yhl0H8MgP/ZY3iEXT34RZALqZAz1CEZ6c5pl8I8OO5/Qtn+AApJa6vr938WgIPCu++/z7WGldXV123unA05XC45rBck6bJMeeofW1W7u/vWU8b1hpiMGcn0YbYSBEkPJCnlaslcToKD/cnttO9G3UE2Ir7Bb0vAAAgAElEQVSX9Ckm/xvel3ZZWCuQI2X1REtSRDoff2TeNoyp4QxN9IlXNYHmOtw7HXacD2Gn+4U81qdn4mbe7pPe7wqAWh+MQZiy7PMWPhzk6oo+DOTsK79enckVbJ8QnWdv1oL2TDygtbDMmRzBGv5zFYoEWjkhZkzJcfrDsrCWk1Ogu8yvhOpmMNarXowQPHbl7M3+TQsBfx1aT96jChHTetb0eY3jrxrE/0fgPwD+Qf/8P1w8/p+IyH+HNzRf/CY8HCBIYM6TN+lkXHR6OeQGuIHOvcQHXKBv4KE79ai7yGhvYjWrEOgXNPaBBkFE9yajMGhnjmVjrpwG55J5LEZRbyJGNZS6Z91ujKMUK6zHExCIFiHPIEaVoUeePSPYVh4eHnDWh+ukhwCtj/KG6JiiZL+I7vgz+MXqzamdk+s4YkxG8H2O2D+HaJhVD0/SndfVheyxiOJCXV49dzZK85vPMyVXkAsRJPgmcToVWqm0G2XKNxw39SCS3qC2p6R4w5RumGcXG8rBZXBNt66f7qyIECDmRCYieJBL04FQi88DbD4bUAxMnEtc8UgieOaVcnSGTxpUURhSsH+dx6uZ+CXv28z2nsR4fNgCXj7HYbLxc92Dh6o74ry6yShKzJHl5kBujvuvx41SfWr45tlb7gwTXSWP6BmzNT/PVgtXS0bISK2onhBb0fLA6bSh4RMeHl5yOv2c60VIuSFXyR1lTidS19pXqdStuQFEpxRWLZxa9YQnGDEHko17y+GWPDkBYJq8Ye5TqYprqbRH54WOvfvsQcfK/eR4ci+9iWyPPyCQ8wycPTHP7DOn02q/h622bhbiO0GQoSce90GbwegZUg3LsvShntqhWNklNlKcSMmTEJNGCJmrZfEp6Sl6ghh7JS3RfW1rQau/zigGODwUibRhAZcTSAJL7lPwmsdvDOIi8t/iTcy3RORj4D/Dg/d/LyL/EfAXwL/Xn/4/Af8O8KfAA/Afvs6LkCA7Zq00Gu6ZabjOQbVGjB5nHSKBQWMzWmdrnGg5EqN13NqDRcrBazMzz9KC7dmB4DKqpooL53Q3ec78a/dZbKTu/N7kPAyw04NUXFRnqwiRkNwgFwzpVgvrVhjUQzPXJNkDpEG0uAejEEdWd95QJDjH1zeu3hxKnsWE4IbPo4k0zJjPQyoAfdhFXXxISH14ynsGqKDW3YfwrKnpyjCoru1ElYCFwP1JWTfj6nBLiG/z7Pnv8uzZB1Qdk4yOv6ptGK7WKDSCui/hOH+no58LulxuiBNMMOWESGYtSu12eS12P9Up9o0rE5ILUsXo11UE+C0ymNc9HvO8z0Fce3+AV2CU/XdGEOkZO5zx9cu/EV8J4nEWNAiNgAVhPW0UU/JhYbm6poaJnGY3g45g1lyWoQ+ZxVw53t9Tt0JCCVIIrAQ7ou3Ii/sfMuWAyB2ff/ECbRtTTAhQtspsXg0GIjSDCq24N+2pnPy6qLNypmnqZgkuEZtCN9/Y38+58jAaZhHV6nx5+pbb+wVcVJ5mDkXtFKNdmLyTGTDH+0PA7zpf+3ufQgNbrd1FyMXwTMYm7Pf9eF3j87k4EoIFN7MuOBtLIi0GglVagpo8IVMrXnnPEzGJ27CJcsgHJCYUoapDpq34oE+jIP1eMBOoTkFGPEM3nN/+usfrsFP+/V/xo3/rlzzXgP/49f/9+EX2LjGjiy7S3XBk160eGFYQQWKkaXHsSFzzw2TrfFghJm+sVFVCrXtpNg4fVb4opPfsAN88xg3YBaJyzC6yhRsoaM/CR/OnqTclLyVvA9ZJ+/G8WIIxLxkRqHVzIwsVkozycgTQAhgSfEwYUw9U4FWK9Q1G6BnuL2aJgxGxP4YL5jMcyNWg9fMb3eZORFyBrZ5orbCuR1eT08ZWGq0o5IkYMle37/DG828R0jvcP0w8fcPNYt3erbKWI8aGthNqG7RbWlNKVUQyQRLNpLMQIm3biCGRs0/KTfOEdk1mTRElUNQHtF2HQ5DUuedDAvaviaGyL80L+MO/fnyOXeuHnXVy+TPhPMY91CiHtvUI7jFGAsolG2HHoMUt8abDxLSIl1kBcl4IIe9uONYarayUeqTWlVi+oNbKFAJxCuSAV6Dq/PR5btw/fIG2E8vBm/M5ZE5HH4Ap1miluDyDutlyKxXtTlm1TyyKOFx5tSxOAcZh0MKYNhx3l+7nTbX2e/giEx/gt12eW8+2RwJyHmkJOKbswTiEwDRNfXO87E/4PVdr7ZRET2LGdVomp/D5/ZkYZisDEvPn+ebhiJvsH640mojh6JRL64J5jkLRWuN4PIImzBopugDYSBhH36yZb2W1Ogw0T4uTJToJ4nWPr8fEphjE6rNXJgSd96aFBM9KwAPvNM9sbfPsujeOaljBAlHdlPTqcO2Ng9EIjXeP8M0ovmjNXLin0dy82JortZkH6CBjytBIdtizqHOwVLTv9HndCDk5RV8LQRqSPHtXiV3L2GlKVb3TH7rMQCluKGDm+srNFMlul6ZmQECi85BVtWtFC8Gam1WouvQt1pOW7r0ZgkvwSscBm7oFVmuobgiJPAWvMpozdlQ2it5xtK/8g8Jn9xt5esaib1NFeOftb/P82YekeCCHBWuf8957E18d7/n5V4X5+ik5XRHDAbGFbLcISomJlIRpcSbAVsoe6JoJofiCfrFuiMLt86EBIkhO5BBYWJyn3Te8/XO/vlHGpJtnbjHmcxZHp8jtRxjIrX9rEFkdZOvBRUb2bfi66KO0wZ8ECKibMgPuBFMrOeeelflrbR0Wk9DXlEtLupXcdupVnuu9zNa8KR2EMHUXqOBYmYiguSKhYtUNOk53L5BWSLgAm6WZZTr0kXNX+fOTE5AIV/ohU7qjbp/Rtp9R9VNCu+NKCiUcedBryH591DybtRSoFQqZEhqSE1GVJOIJzgWDZ+rXJeTOGArifpOGKxaitNCdemTg1xA07ffXpC4Up+KJkmvhu+euRUPV+eYpZv8faNfKc1riOlVK1+9H8apCle3kPaKbdE1smbIac8bpxKao+CZDEO+7maAGrRaa+CSpSiNOMJWFGBoxJx7WE3VtTMtMDonW4PTwFXWLLhxGO/fEzAX3tu0Ko9GkODdfCvMMoVfqr3t8PYI4I9MZZdf5sRDCzh+V6HSylNKeiakqpZWeyTRCKJzWI0Gi38AA4hrHZ15q11mwy8am7SPEo3mFqm8UFyyF8Zou2QXALjQlvaRtGNG8ohDrvFoxNLjZ7MBDm1VkClBHFqznrr3g0pn0Tr250uEo4SUEz0YvyvPL49IIVvrraNrxuQZmG0pCid4TCxOlnjiVB+7XlzycHvj5V3eUarx8+JJny8IHH30brSuffPZntJoRvBn3T77/f6DhGb/33b8BaaFpdHs6SSB0M90xvQnuUO8aOa1fx7oqeV6YDwuExGYN+sTh8K70CmRkZbZDT6OEP58Dx//9e+e7A+ieJY5F9vhb08dKhI9+tmO4tg9e+e+cN4ZLq6+xTi7XTq2FiF9fVaWVHjREiBgWI1Y3hoa7mu3yuXumXwundWMrJ6w1ljQTQiYKxBR2CurO9rJzZala0XLr+C/FefzRsJpRC7QSySJoh85Mq6ORrdECaGxesZn3r0LXCQkd4nN8e7hS+UYlYjt3XPBG8KshyhklZwkJu6x4hH2THjTPKOaGEKH532vdQWpXPu39LOm9pI7KnAu18yj9uq4dymgdlhs/G05i4xxeVrbnKeExZVo7fCMi5BAIYer3cUQVjqeyVwtj8rxWZ58FceRgnmdXE91VM3/z8fUI4iI+DtwHKbR77w36UQyurTCErLrM3rhMvkv3AKUVlEBKvVE4gnH/hRD6IJDiuBTOB7cLvXE4641ExsJ5rInxKv4ZQzjj1Y4PeTYFEAxLoaugNX+9GFWM2pkIut/859MSrLdZe3mpaoj6+x366SbS7enUG1xiuAmu7pzdAREVO1Fq7yGMClYDRmAKkWM5cjrd8bC94GH9ilNb2erKcTNSXIhh459+/x/z0x9/QU43YJmnT96kNeXZs2d863d/v+tLrNzcPuOw3BAlMXdLrUJXZjMfQNmqG+KmsUlfOTWrYQjOkOnWGah5d+HchOp9AnF9ivMGahe4uPcgpPs5ulPSY7jlUZPtlzz2Kn5Nb0SOIBNT2gO3M296RdMbbaWUxzh4x5KFhmmjtuLDJ3Xrzbdx8zqFk74BWA9MZoFydNW9OS/kOdJaIXfG1eBlywhoKNt2Qind+KB6410TJhMSZya5QaPPAOQmsD2gEsGqG4xro6JsZrQEUkbQPktbPBquib1ZG8AlHJxT3ieyXJ/nF0LAWX7VK9IzrDlgQVWfunSsXPcs24XyxqSurwu3BRwsmcrQCkK6r2ZPAlvxIUHrQX70zFwzSBEird8vLjanbhZhZ70igDll157pMHCKCU0LBhRzOnJtjrWPJq80h21CxB2LQuq8dfjrHrv///zw3dkz5IFp+QXpwlNdHGcEeu3Wt1HxkrOOndIXeW3uThKMc6Nxd77pWYm4JnLrk51nTYnRQAy7lDnsPg6Mpp3/r/OHRPZKoQEpyc7VjjFSaRSt+2SaYVjXWSi17pvITkdr7TxpZz4cQBecMm2k4GatQaEGCM2DuNO9IJhn/B7cRtVw8oqjazXUWqE2NnVN8KMJp3JHs9U3NrNuoiw8PJz47AdfcvfynhgOHO++IMUDb7/5Dt/63e/y5ptvQrzi5vaWp8/fJMTE1iqijYdaXIS/HXbIyBQ3h8jJpXlTYpp8WCiHgKTs7/WiP+bUMB808t71COC2N6V8QY1o4Nx4j5/uOyn6OHyEXv2c+wgXjcmL4xxEHmeKEc++d0MD6LzvtgfzS6ooKK2WPasLeANbzRUHQ88Wo3iD0Pascmzwxtw1w0Nw44er6RkSA9qM2ppnjnsm6uPzzuoJoMJy/DlqR1SPqD0gek+0lRAbeRbW5v6oTQItBEo7srbGqg0hk8LIaoW4N9TH+xMfpOkBeMARUjt3nODY/itTWT64c9b2seZDbcj53PtsyLg/vKLS4GvUB2j8/h3EB3//Hrxr3frf8SC+bRswAT0w983WNfTPG7fb7Blbp8T6c13Z09Ugz9Xb9XLoWXgkx8QqXSVRjW1rmAXnEPT3kwN9842kKN1dK+73wuseX4sgPmqdkDofedwiowaKoWefXlqFnDpEkVnXFasBib5DayfxN6uE3hAdsIqXp05dchVEXzRNvLs/tKjNDKvOsR15m5hdjPb6c8aEWkqJIM0TjRhJwe3IlDMefVzLjrUJ+J3a2RRmRkjdCALPtrdte5TpS4y9saTe4RZjzt3tB/f+0z5unZKzCUdg2QOSbL3B7wFoNNmCGqgh0UgWEE1ksvPka6CslZdf3CNHx7eTTFzfLLz15jfJsvDDP/spH//zT5ieHnn6xtu88/7G29/4kDwFoiRSmolRmfOtw1w5uVcpnmGPm72NbAhzn9IBK4Fjwv01D7xwUEUBhvjsoJ/GmAkxePPZOqsJEB4H1csg67DVeSjnMiPfG5d7sPfNeds2CE5ZGxS0VzXtL13VSym9OuwNuNY6W8OpsjRvaI4htD3USdwlIoJlt+Hz71wPW86NvynFDtcbIsl3+l6pnrbKtb3E9A7qC5LdIXYksqKcqJxgvuHh5KnSVh1uOG2V2pwR5XTf4AE8djPlHnC9er1otKv3YaI41ReJTg4IYa8ULxu/Y71W0z6ccxa5200ZmktUqwix4lBmX9Nj0x8Q1hDPG1+Pa2Qizl4R8YKnN21zjvu68I1S9uu5reXR3xvIwZyn/VqLCGkEcfN6YjRJW58pcaKDb2QhRFKaiGFMafeE9begyn4tgriIEHPqOCCdexvOzZ2OiwN4m8kpfYb54+NmDaMs7jTA3i3X8Tb7FVZRQhyei51F4IC8B3LDB35Udw71pTTkL+hfhO6mHnyRi3gJKsmDw7odIfjidXh2vA6ozUu9oh1Pvfh/zpH1y7kdhyejL+olT1gNaPAKYsivNnWpAA22swQGBJQm13qOIe3WciE1QjOC+ui9MHs2VzOxNWxbafegD0K5h1obKyuwcvdiwzRTNrg6POHD732Lt958j/e/+W3mq2dYzMSYXV9ZhBgPXTrAX6fXU+51ut+EMEqzroB3xigHTc1/4BueQ0Ujkx62etI32O5sbiNLDOdg3s/J5Q0zAvo4Xg3kv+wYAcg9V3UP5iMbv3ye01Er6+ZDKO52n12WtHiFBY2tbD6x2x2dXLu+YsHAAps5OyMGl3RIcq7ioHF6OPbzZR0ekO6NGThMC63OKIqFE2bFMdgghJTJsvJwgqKRUo11a64HYtF7KluDaWDPft3G/rFDjYPl0QmZTt93SEXF2VCmgx9/hmHMzuffG7LeNxrZt9a2B1RqQZInPBYacU7QbDdiqEG7eYq4WXhXBXUsHNbeizhTEr1Kbhc+vanhlGXz5Kk2/3lTr/ykxwEfr3fjCRFn6UhTUrAOrUKMiWZxr6pFhJDc4SvG6CJ5He4bENXrHl+fIB4dtzTzLHaMz3qAPFtrjbEBq7rDMKnjktZHbLWfZD+FjqO7A0nP4GyM/4Y91WmmRPzGEIMghtbqF7U5vU9bZSvbzj4Yo8XuQ+mqdKhDKxaMWqpXBCHsZbwKbg8lPZBVx9dam87C/KOBYp4he1BPWBO0CcEiVp1/GlEkBXTsU3vJeM4MRlwyTYToMq9jOCPFSBBDqpJbQVC0RWwDCtjJP1gjc45ESZ3rLgRZOZ6OfOd3vsd3f+9v8uEf/Bu8+e57nFqiaSTGCelqkiBsrfrEHqDiDkv++qLfzMk372AgMqCIkdWNzwM66ZTTAGYjOHtJ6jdh6NmveeVlDkvE3tAaAKzhXOQdA8/nwB1C2CuiS9rgq2t3ZG1Dl2NsOJdNzWEAvq5HV+MclUgd2WVxfNwaqWPfMbjVXQuGEbGerUq68kEz3GndirNUtE/85mWGwc/GN20flDIkZLj+AyIbob6A+iX19DmiR5rdU+oJ8idYruh6pGqgbNphLqccqpwc5gjmk5x70O6CUheBWIWuVhgYHrHOOOkN/H5CtQ/3jMN6gtNq9alR6TMd1c1TtDq9Epqz10SxHW6FVWu3PFNaE0xjnwfp05/hDNM4bOgxx7Pl/rOmO7zyauIG7DICOWcO8+xVou1hhjm49aJPgwpMZ+qgSEQnX2N5ikw5gHqTFnssq/ybjq9FEAf2CyoiVLzsuGSDjCDu5Kwzn5MQduEb2fV9zcstdQ62QzTqgjZj1cSeaYnrnASRM5XM/4o/r/OPRxd7YJ2XTc7WGin373uzzcy8+WKe7ekFU8TpUr1BMrrq5/+4BxBTPZeQ2kWC9Nzoaa1R+/mJ3Vi1J7GefWlnDwy+Pa4O5/VJJAQjBSE0AytkXEyoSiJqQFfDipCZOCRvoJlWcu7Tawrvv/cB14eJn/3sL9DlYw43bxKXiWW5gjgRgi9spe1l8c54i7nDS5eKc97UEmy3ufL35dOaEs9NTL88Y+N+XDENOuceXOsIqGf82/+wCy3tj7X4iPN9yUL6ZUE8pcRatj2LH5vIKLs9KUl7BjkYQj7H0q+EGHlZqEXZysPuAelVhL8HQthNLzaJQMWapyiqG5FKTEpAqLruOK2pqwGOTS2lxIN8iLAi8SnGU+L1W1AfsHSPxJVY74h1I5Yrpm1FblyMTqsSYmK14yNI6jHmj/t44sEbPGmiV9D9bt+v9x5EjV1nBmBt3QGn9mvRpx21VK/OSqBFI7SIRmeWWQze1MfYpOuYFIcWR5U/MvFxTWutaGOHRbWPvsd4ZkABpDgh+QxvmhlzmHzYCWFKLqIVR1nSFGFzWEicShpD4lKPfEv+d/IUmTokG6JDuPILK+1XH1+LID6aICPb8lLiwn3HpPNL/WL1+oTSF3vWQLBIsERpzkjI4u4eokLWLi7fp/9CCCTLJJmcnxsaYkNz2TGyJuoOIlZo6lrFoTuPhBjPX0NXX5xJk8vlnuqGhQAhI9HYaJ2r6xfQ1FhPBZHpvHFs99jWOsslUUr1RLwJpoFJu7ZKx+pNhDlnF9rSQE2hL0R3MkeVILHrTfTgoxuigajmeuoirjkiggaIm9MNmcGqYCfBkmfBV9PMWl4whczhakZEOJXA51/d8+ld4KNv/wHPf+f30cNTlsMtKR5cGyauSDSgYA/HjmgFTDIpZrpPuGcmFNK8ECThLLWIBduxcZFIYgTgx4YVQ343yNO+6fvjUYJPyMVRht8B0EJA8RI/NCFUJWlgy05Jc3NnX2tTvuJ0Kq4FH0vfFBxfbbUyxYQW//5pSNyftp51OuxgupGlUtsDInddF+fQTTOuEFmwYERJTGmhnu49IErn+0siSiRI72Ekn/6VYEQL5HjlENpWKLVCuUdb6+ck0MS6GFUmWsLCJ4gj3kyToetGDBWTSrUHMsISD9S4ostTzx6TK1GWtrLItScaFvZ5Cx9Io/PKE3uTUAY9NHrPoTcfo+Xud+nQmAVQFDX379xcTJFo0E7N+zarTxiLQu0N7ZYVkvPwtVcGRFjbcOrxqkabEWTpAdy6qFu3fjRjWaZHolMmtcMcPfFTc2roXtYahxTJQ9wLl7vYmVZJWOS2w2j+K0HOcW30x7btRD01rq9nQpy8L4InMa97fC2C+IBFBgbZLvQn9h2+wwJBfApKGLt/RKTtJ8bxrXNGfolxXmYLA6oZh/aGGGrn07dDGY1g5zHdS73inV4VRhl0sYOqOcsDz4T0MrPulEEPQtJlYofvpuOsrRpmPaNYT3tTx0vWsI9rexf9l5dgI7vt3zBcREa14O8nEoLsAWNioeRGioWUVloES8JVfE7qBtbbWrm/r0xXT/m97/0h3/3ev8L18+fc3t4iOOTiYlzKtvnYfk6uotgw0MpDdW/OgQVqFIiV2CkaEtre+HUutiLm3ov7e90zGw/cEjO7x6l4pu6so45Pm2emqoqGDtmA/06g49K64+sQaHICFSTqnnGPtTqam6l7e/p0a/FgFSJCRWuh1SO1rGhI3B9PhNiYLDLHRAiutdFiQ3XhKrmTEwxvVV9r2v1jY9/4VR1CLGVDWkW7yFPs5X8pbrGXc4amHRpqTDebwy/tiOkDokdqeUk9vaSWE2V7yboeWY8PlPXkzCwiIU5M4ax/grlRhld+obNq8n5tVEfWSl+D57XoTB/2GRCzM95d10ot0vtRQjttUMGKItU5trtZRwGSYjl0Ki9uH5fOTWqHT7rrz66NftYSf7WSCMGbtrEnkWK939Y3hvH4EP1KKfWxf6fSOgsHGt3/YEyiKjvC4FRnY5oWlxFWczi4EyHsFSrsrzu+FkF8wAMwAi0MiqE/FndDYulmCsE6jU6VFCLNfJe3PqRAZ1wM9/fLgH0ZiC9xLms+JSYD9ujNKFEDGYE7Mk3z4wAugqTozSI1f+0KKt6sqU2pW3sUeGIXvVfnEfYF7x1sEQFzOcpSGqVU2iZ7gyf1mquq6274a3xl+IhB27J9wMHhGddyHuc1dH6q/9wn+tSH25jnyjSt2ORgFG3pG2hkmgIfvfkOb7z9LT763X+Vm5t3OZ5OHJYTOR/8/WnbqW4xRh9OUQ/QIQgpJ4fA+uuZ8sKU5+636EJgxPTo2kWLmAVvaovjnecN3fwODn7tmzWXFrU+7OUgDdqKQwxRqW3z6zRApj4QI1pxHeGAViWRSEE4ltoVMAM0JUhAS0WCa++UcsL12TvlNDRaW9mOL1iPdxzrxOlUuXl6YAqJkBJxWmiSaNqoNKb6kq31DcRGfyP15m8km08Qbg9HtvUetKCtgG7eyG/n82WmlLo+gqDuP/8+aMHaA7E9EPQB2h3oiRzhVCZEjUSAlH0gpaeaDnfW/f44UzzPSdGZTaKcreBG47LuEBl0/NiccqrVXGe/KHJK/rsqyBahmI+1d7q3EXwzb3R7NtCoBHW3pCbag7jDKdLF0fxeH4NJ9gsc97OIVh/iEWeRiZ7nV0ZDOo3PKZEk7HHGq37xSuOieeuy1heNW/N+2hQjpW1dZQkkCeH19a++HkGc3nkeE5Shl6KDXeIKZ65mJyFgtnVOaSP0m+fyAjg2/ngYZxw7neyiWWVm+wDCoDW1UhHtWc9Flh9CYJ7nCwpSz4BTdB2UodMtrlJW1WitejPSPFCPstN0sE8C1Txz6JQMai3nIL65G/reMIvaRex9sk7B6YavvNczJa5XJZ0uZSYIyQNlZ3CYyh4kkmRSqszzgWl6QKfiTSSvKgkmpDyzXC984/0PeFg31i++5PrNJwyWiHuPaseGHarKU0YVFwQyZTuuECLTtJDniWW+YppcmW5QC4OcS0u7mLAFLvQlwh5E2njPqqCFUhta3c9SVbFS2U4nam9Ah9jZQr2xPjXA/PmmFUxotTHla6IOdyIfM79kowxZYTGHUrRs/vqkEXTF6pHTy5+zHf2cP33rLa4zlO0lZXuANHeujg9sxZz674+hN//aFEJ1TUfz6hzVxlaPvRQ3QnADX282joDe2TEoy5SopbJtha0ckXZP1COiR7bjiugzrDWCKllcOnVcVxGhJlfo9EBe+0CV7BCW0A1a2tDIl47RB0Ywb3VFiHsTVKtRS3En+1MltsnZJoCWgG7uLi/NQ5bPPAoa+4at5omUdcOIOHB2PHPv/RDPsmMPqLbfU48DeATpcgP4vEkQIfYJ2CTnSnyPC+KY+vCRxS4H04Yn595P72vYA7kTqAKmzXXai/fWXvf4WgRxv+DNGzV7wHSmCDYC2zghiZwFaxtNk2OmeBZNx36H+4qhWFCsj7kPCuKrTavBFY0psbZGWTesN1Lcl89/Ni6wGaTuODOaJbUvpFJ82GY0UqxaZ8AE3E3F/26Kk2PeqphV1rUAg2dsaINSKuta3Sx6SKT3Jlzt9EEd8phtGDQPaGmwEy6qnM54ODd6/HEv3Z3+qFgX5PEhnMPhQLmrWKzAiSjC9fU1T5+9zVvvfey5d8AAACAASURBVIcfffITajjyzW894+bmSQ9udZdYnaaMSGbbKncPL/tkXIQwMV3NzPOBEDMpTaQ4Qy/Nx3UZEJCfJyXE6SILPEMa43oalbJtzNnZGK1usK189slP3Lmp+PmcpskF+7OXteREmuL+N0fDrZZK7oyVWispRKbkuiipQynzPHMam6yaZ3Hi6y8Fo2wr28NXtO2e+0/uub19ymc/+Kf8rDVunjwhzddIXpAQub6+ZYtDrjawbSeW5Qqt55s6qAukJYwwz5SgBPHpTzOH3Frz5r4HJ3asNaVEPryPnl6Sw4H1LlMrbH0IMoSJWH0z8ErYN3aXtMgdYx+yr2A27f93UBwlpD04OjWokxD23pd1edgOp0nEqtMXy7q5J2k3AdfaPNuunJuGansmrs0w9ZRBemAUC1TrNowSPdxfBGgRodg5a37U6B5H9zVIEnYWSpKLat7YpQ1i9DUxTdOumojqThvW/lkYVUm/J4PPu9ROe22IC/aF0Nv4r3d8TYI4fWTVv38V+hBxbV4ZpQ3JXcNDwywRrBJFOn2sk6lkcFRtD9aXPOBzKTiyf8fgWqloqZ1J0PGxEJBwHml+FU8HuiCVEVIiiNGKU6Fc/jZTiwtpWVMv/fbgNN5n7ovJIZnhvVmr813vTyuhM11SiG5wgbm2ipzf2yVjRsSz68Eh7zGR1jxDTjVS5YwZPmYPAPTScfKyditHnjx5wu2Ta4oW/p8/+WNenBb+1h9+j3fefQ81Z2JMs1vLuTbERtmab0wh7xBOmmZimryxlxwTlui670aHypoHExjNWUFt9b8RARvv+UwXS2KkLJzuvqSejpTjPV989jO0rpgqX331c9rWSDFyc/uUb3zzfY7biSdvPMeKOyPtZbi6A4uQGc7nhynhZDTIMfqwt1l3hFFimjBxfjEobXtwTe/Txssvv+D//sd/zJMnt7z3wTssy8JVMu5efs7Lr+556533kLsD6d23SelAa4VDztT1nrN7vUBwM19iIpMIwe8T2zZn54RLn8yGhNiZWS7bu9UFQUjTRLgOrEBdhfXYMD1xE3ztRhFcOtbHxMfa2Mf6u/qiEPbNVzXs1WQMZ/PvMWSzD0H1+67VSjClrYoWxZxl2StRT3pQ7xlpN0ARM4p0Ua1gVBravP/ksIuP1ccxC9HX9jkztp2x9auO3CvdYTIygupgFBlnzZScM1OeOhbeZxqsS2Ro56vvDCmflDYzmLPHgQbVrMOxwqYVaf+SBXHMnDoUfDJR+oLzKrKf+BA9sIwGZ9/BQxBoZ+I+sGfIo5GIddebcA50A1bYg3HPtEopfeF0/OuC3jj+NnCe/LrM7M2bhFW3vWHmDcvmWF/rwUy1Z8PnakBt0Ab9ojsW3qjFvTiB3VU9pPMN0URI4RfhIX9Lnpmc+w2J0ShtF1Q6M6f7zTH3oRynN05Td5Q5rtCU6fo526nxl1/8BOWK2ze/xd/5O/8uqz1lazNPbq9YlhmkUarz6ctmtOp/PyZnnuScydMBSZmUFyQmZ6TE0Q9ouwzB6E+MZqZa2SmJrr0c+sbXB2rKyv9L3bvF2pZm912/Mb7vm3OtfTt1zqlrd1VXlfvqdLvb0LZD5DQ4Me2ICAEGYREJ5QFEeADxwgOCByCyIkURkAcQlyCiEKQkSqwkWNyCwXIuztVOTOJuX9ptp8vdda9T5+yz915rzu8yeBjfnGudU9V22cSoM6WlffY+a6+91pzfHN8Y//Ef/38tMwm4evguP/NTf5On797ipRee5xuvfI356g2+/sqvsns4AYEv/DPfz+kTd7m+fMDJ+QVT6ybaQ0Ssr5GQkLgBUVJ6dJR+Ebla1pESycVvQgOkCnmuXF9dsbu84h985TW+8erf4P79NwC4e/uMf+73fpHf88UfoFXhZIg8vL4kdNcaTc0FqVof+zYjd+5y0ERTQYcNSUeaTFAKli871dLpbf5+fS2UMrtcshTqvIPsjU0pe0Ld4cZsnSGhfRBKD/rbTYSgHbqjsrBQlkzc4c5OC+3OUsdJ1LIuzZw+WOdKqQq50YpgxZAK07RbkxyrzTf+7qNrZuTmQa8argIYnPVV6fLRc4DYCLIoIzpTaUlVjhOe5X0dHx74+1Gbs7d6EklnsK0SGWsY85ih6uRK03iQtAXXNmp1jUtTuemQqFctubqXwuKr8EGPb4kgvpSqYTFDeAwPOtww3rRa/PWWQCbHePhyceyQnS1Y3vE4tS/yQ9BfjF6XicmlkFzenwZ9JAtfFtNyIefSKHMGcesx7dif1eLZd6k9E+/lIeUoiHt55+eh9UdZg3cIkW0M63uNGtws46iyWLKjgxRAWBfYEqznMqOhocFwz87izitdPClqxFCa2irCIwXy9Y68n3j3bcc+7955novbz/L8y5/j66+8y0c+9lGeuPMCoi7zOc975rzrZ885sjEOhOHUb/qY0LhxPD6MXmFpBHIPyM2bicHZLMtnoBbakLEqLGxa5/j2xqwJsWTm62vefXif3eW7fPbTn+Sv/eUf54/+4R/m9Ve/zn6eOBkFsvCZz3yODz37HN/2yc9wonepQ+amGsMY2aTBOfWi3RJu7OyjvOKnS7Vz3BwPJIp50Kl9wOvy/n2+/rVXePDOm7x6f8/zH/scH9s0Hj58SJ0f8if/9I/wZ/7sn+cP/sd/kI+88CJXNzssT1xcPMF0/ZAQvMm3rMlZDCU6ztuiyxiESBwilUJkh2PgPhbvh98HpVRSuY8Go0zvwvwA5vu06R3a9ICohRxO++fplUif4ViMvvFY5ZTd4JogHqiWhudhg6tVcNbVQSRMFep8kCag4nBqxm37iq0GzLZOW5ajJEWY+5RuodK0UeeZFmy1kovivYdD9n3428cOPu/H6Or/0WUYvEEaOmFCF9IELo2h/Z5rqXiDs/sJBHENGU8Ma+es156ceaK4N6VY88BOH3IM3sx+v43lmx0fnMfyW3y8fxb56I75+PMfPw5sFnnP877Z1+O//QhG/thFXoL3MZRy/J6XBblm/0evfXxBjv/+N3scBiAelb9d+aXv87mX/zueEnz8PLgyW1kHUZbFtAw6vB998rh7v/z77OyMk5MTfuVXfoVnn32WcRxdw+boPBy/rzVLfXyjfZ/j+Dw8/v6Pz8sxXfNYq2S/33P//n1ubm545pln+LEf+zH+8B/+I5RSeOGFF/jiF38HX/jCF1BV3njjDd566y3efvttbm5uePjw4TpZeRyYjylox5/teA0dX6fHP/c8z1xdXXF9fc3FxQWf//znERHeeecdxnHk05/+NG+/u+Mnf/InAdZrBDxynd7vui7n5v3WyfH3BwjkvRnkwrD4Zhjx+62l4+t7/LzHvx4TCY5/9p4q9rHr+fh7+GbfL49lTS/r4PF19s3um1/rePzefr/7dHnfy99f3sPxe1kex89ZPuPSHJ/n+T3X5YMeH8Se7Y8D/zzwppl9pv/sPwX+LeCt/rT/yMz+t/5//yHwb+LE3H/PzP7Sr/suzNC5gToboNlE2ECrDdEIbWSIgyu91aWM8+ZRo7mVVW1ka86JEMOCN6wcJ81eerUI0gil44t0q7c+Dr5i4R1LXrOrEHAbZ0PwTDGbC3VVqxRzt/raqqNl0phKQfqO2mjkumTYR+XV6gNolLbg1UZeqgJYt9lgh0Ao0h1BmpsHzK2Sau4ldmDK88GKqsKiiyxNmBfNCUaGMaKn54R4jskWZfRAXStZMlErWY3x7A46GWF4ne32LpmBew8DL33i85zefgpNhTTuVmpbkBF0JPcsWYM3xGaLYG6cMCz8XNwMpBXXY6FXQUGVnA/a3zGeoIOiDjR6ZtfMS+laaLmy3+/51Xe/ytXr7/CJp57jj/+RH+Yv/sUf5Qd/8F9h3nyYb/vs9/HXv/x1LvQ1Pv474d2v/G3e/frf5c3Y+OVf/AW+85/6AuHsktjOmbjFnSefA+mMBBNEKlN3jLHmvOyoSikzQTpLSgQbxPHNYti85+req7z1Sz+HXV9ydnab//0n/gK/8Es/RwiB8fwZfufnPk7Kz/Lnf+R/5qWPfYznnr5FeuYp8lbRPnIvYcR0IJsSWkKD0eqOmEbvDVgjmDKKsI8XWB1Qmwk1g1Snx8VEGga0Nm52VxTLDGMk3wQyEU0nYJnofFdabc4sUqfQ6qZL7JoPaRnWKwQBS55NNyh649WuGQhdw8f9aaVUJPvwTjRjMKXsMvWmwmxIU+eDS4dS1OEsRMji0g0l194HcsmKJkYII1LMbQ4lUFruwlaN1IfeAoFFgC7agl0v0Owyj2BYKcwcJIT9fjPXe7HmvrkijCa0KRNSZ041IAHVP7vWPjVtwpxhzsJUGrnLZZfu6lWLm7c8LAXtvrm/kVj+QeCUPwH8V8CffOznf9TM/rPjH4jIbwP+NeDTwIeA/0tEPmEHkeT3PcxcIVB7pmfhAAUocsjuxFnHEmT1ZIHDrrdkJMfa4N/sodqtmxSisGY7SxB/T+ZwdDGrmbvzCF33xJkBNTvdKs97ovaMZ2nOWHKj1OIwTqtLpqndMaZnH13wJz0mgONc10czw+OdvHYtjuMs55i3a2a0PNNaJYhnLpvNpnfwO9WQQIhxfez3e2JK6+P84gnCcMa4PeXWk8+z2Z4yl4olp3lpLQ55sdil9WGKDj204PDNOCakw2IsuufYunF5GeyfJcVxrQDWz0JXsrOGFmimkJx29/zz386XvvFT/Jf/9X/HX/rRH+V7v/slnrw986C+yf/43/4HvLW7y7/+g1/go9/5Wf6nv/pXeGX8BnU+58Mf+zRvvvoKeuuUl84uODk5w9C1JyKd6CjBy2mvTJInE22B2LyhF+OAUJnLRC2wnwoaIvd3M/HmdT77kReY732Nm5sbnr+15YnBuPfK63znJ26TH7zDrU99kmef/bBDh9oYt6eEtAFxEaW8n9zarxnVZkIwhk57hK70WD1hkaY+jSydHYIQwynxZCCrMF2/6XCU+tSjtcJifrQwOFu1VbMIQKgOb3Qmj0rsAnKe5Ej3wVSsv4afs1obNlfIldoKNVc0+8AQ1ROc0oScffwcOVz3ivdu1uzXOt7ekzbtTLZ17ft8pTNZakPV5XgX795jI+LHq4/H4dhjyMzXZ6+2gsMhRTweRC0Mdrh3QxFyq9QGU8mUUplzWWUaTBLVGqUWd9vqjKB2RI/+IMcH8dj8KyLy0gd8vX8R+DNmNgG/IiK/BHwP8Dd+7T8Cea7EKBRtiFRCcLnVsDivt777SoPSfFijduWx3Lu9ZuuFou+yK+WHg+yoHQmFt9bIzafelq7xoUGqLM2hrIemTFlKJLpesDWwjDV/iDnujZnzjWt115Te2LQutu+NWcPZII+6Cr1HxexoInN5znEj9xFjgl6OP968kVbRrlWyMAZCz5J9dPhR9bTjSiTGSB4G4mbLsx9+nnhyl32pnOiAaHJhrZUX3ghxQ4qJnCdqmxiGDcMwrA3hRb953WCaZ5NLQBEJpHgYRGpLgzYMuNhYQ6y6UH8QUtgQBm8Yf9vHPscP/dCGsH+Hv/XXf4IvfN/n2L32q3zXJ084u/vtfM/H7/JjP/In0D0M7ZSzdEGd9jBfcnkF+/1MyZWTEJAQCYLznE1QlKYVqvZkAkwb0pvBGoRoDSXCpjEAd576MBdPPsf9+5fc/9m/w4vPXPD93/VZaq1cnEbmd+6RKnziIy/yfd/7vehTL5NOTpnrzDAELCYsbEATWGA4Scg0YXnPfn+DaqNVJUYf3V6ohS4GJZ233dUAm2GycRE4GYnDCTe7e+RaMW2oNmRy0w61HsjNA+FyLzWZH2ku5zqzUDOtCRq9Abt0LnT5veLSAHXOfg/MjZbdv9MZHIaZYtJ69RbdR5Rl8+6JC4u8a1vYx/0eP7gpaTFQVxYNhD4cyLpBHbsxtcfgO48RC5x6YHWxBldfszf9xTbJNVQ2w0grlWz+GqF4AG+tMc2FuXa6cG6u79KmHk86Bq6+eeT6G8PE/780Nv9dEfn9wE8B/76ZvQt8GPibR8/5ev/Zew4R+QPAHwC4c2v00hMfmy3SSMW8lFSHJw4d9u6MUztOWIvTPKybOfSLZXSs0A7DLo8/giqlVh8yODpxj19QgGzLFNrR84QVsglWoXPWpXp3etk8rDfgqHRhHKEVQ8PBekvp4vkGKnrgxC5HSgdcrd+MS+NMj0wNjvG7JQgvwT9JJEYlRHNBn0USU93iluDu6mY+Gh+GRMiJOA7EcWBzBpvNOdng6sEDZBjY3hamnKk7ZZBKUG+S5pLZ7W5wH88NMSqV1jP0hWfsLKTWHD6K0XVcUKcbVsT108038xgH5gZmrp+ugA5bap5cGQ9h2CZObz1BfO5F/tkf+JegXvIXf+T/4Af/5X+VF59KnN95hv/nJ/9PvvaLX+F3fNfn2Q532Wyf4Nmnn2EclDeu9gybMy5u32HYnDj8JYKoCyWZChS/pirdfMH9yVCUmAK1ZFSFTTgDCXz0U58hhciTzzzHacuoRO7du6LWytUlfPVLP8Pnf/v38N3f+0U2588wPvEsIQWk3LDLmc1wSg0DwoAT+oy0jcgQuwlEY5omb1qmiiTXhEFDH5gzz55xPnfeuwdsa3boZVihtgI2s5XtgWxqzl9WozfnK3nedUljp936gFXn2wNMcU1yTIWSK9KnLVsxLBuI9u/7Rrzoi6hXEpoW0wuD6k3GxXP2cbyeTjE9zsRbMSw0RHwAR0xXxplvbceUx+U1l96C29wtscAA7RINrR304q+b+7HOG+MEoZqDg8MSP6bcrw/s8+yuWp3/XnEa5HEiKCZUs4Mw3gc8frNB/L8BfhiPlT8M/OfAv/EbeQEz+2PAHwN48bkzY2lclYr0CThVpWhxqdUqaPQt0ZovuFoyJWfH3XJmmUpTVcenexBrcgjG/W+vO/fagLDCoiHpl80XR21uFluOaH2LpsqS2afQzQ/UNZcZRspUXFpWInk/kTv2LaIr64SVcQw+THHAvY9ttlpr5L64rA/k1FYPQbwWLA6PNEyOpVEPGflSDi7c2dCHijKIs1KGYXikgXosTdBwqdYv/fyXEL3Lix+9YHd1zfntO8SgtD7eXWZnzoQwEDQSk9KsPLJJLq+9nH//m0tg7zAT4Yhdod501LAwx104q3tpzsVnBWq55OR8ZFOf5qVPfTf/wskFX/77P83f++lf4cG7exj/Fs8+eZsf+n2/H5s3DPEOD3czd559nrvPnHD35DmeevJpNCQXIeuZaARCFFoLEBVq9opDXQ8954oqtG53R3OsOI6B0wv41OfOOLt1mxOUNp6Tw8ibb77Ju+++xQ986rt58cUXeeGT/wSb514mxoFihWkyJA7kJowyOjYuPg1caqa2mbTZMt1cdwqmV1sld162RixXaptRCtQdebpmHEfm6Yqge8p0xcOH72A2+ZxDiKva5zJjEfqYfG2Nkovbis2Zqe4hKDEN1GWaVkA5TA+XFU40mDJtcpcnK42ynyEbLbuOiohDVqu5hi1myQ6RLjBmPUpYHGI5wCmqipgQGwySGMLgTjtpGQjrrDAN1FbdrEIc0hBxQThfl4dK1sy53LX3l6bJzc33XVRtt89chhvOTk4Zwm4dyY89I2/N74c5V3bz5LZv4iYo/p4cWVgSwvobbHD+poK4mb2x/FtE/nvgf+nffgN44eipz/ef/bpHLV5+1Wpo7gploWNsmnu2GV2trAcwK5lFpMhpP7YalS66wdhCsQPt3MtqHZc212NudTETeLTr7lljZxi0uk6CLl2HsHBOmxHFFc9CSE74H71RWnNjJzuKXXt520BjI88+xIB0h6EQadJoXQBnycZVXQ9mwSffj5lQSmFv+/ewBY6fb9bFuNpBDhP8/dTSiMlNGNbqAr+Jai9ZJSjjJvDGm99gTHe4uHWb0zFyukmMQcl5Tym59xaMmDaE2Klp3SbNbMnAHTsuJR9VDL5JSNeVcQcYYB1Z7o20ZtCrIqV1upv1yqcQwg2igZPbd9lubnH32ed54pmP8+nP75A6MNWvEpMxDMrVw8Ld2y8Q05bCNR/66HNc6Smbk3Naw3FTFW9mS3MdPt3gG27ExE06zBZhgM5ZR7oKsQCRwoBE4dazL/Kx79ry+oMd2zvP8IL4wMqtUbk4P4XtExQ9QfJ99vsbSm9WKwn3iPTxbmuDQwi44WUYEm3nvY4QoZjDHLXrfQgNbEed73N99TZvvfYmSOXOE2fcvRUZOGW3m5l2e1d09PylG3H3Nd8Ma26UMO+9uTjXQkMgZqemdvw7LWbUKiv0SKlYLjC7JWDNjToboXliYuY2eU3Vz2tbhmoci68csmwXUOsVp7Bi4sfVswvE+T2ZwuDDN93pSKT189fTGrN1HoX1/nYK67JJLFl469PX4Ou4tUKeC7MVaMIQ4mH8nrJm+dKHpebZ6dF+nx5preCSEfuSkY4SfNDjNxXEReQ5M3utf/uDwM/2f/8o8KdE5L/AG5sfB/72r/d6S0Ov4NlZES8HQ/A5KcsFs0i04mbDtDWzU2PllC7NsKXkWuk+y1TiURBXjY+WX+2gUPd41m7mQ0jAivPVUkhpIB1xx4fowvBJE/Oc3dVevJtvIXCtO+Z5plZzZ3PzzNyDlh0FNH2E2ueLtTfWVN05HC+DvKla2c273mw7NIMWZb0VF5elybk0bpdM2H/+uBjQMV0yhEAuEynA+dk5wyZQphvy/iFRoTTY1cx2e8owDGvZepj0e7RxdIzvL1+Xse5FydGzcfonXX6/Iuv/NASf9M345u5Vz8CET3bKxTnPfuYTPLUvlD3U+RNYuOZq/w56c8PFnQ+RdGR384CcztikLdbEVeWUzhe2zsWwtew9BO1ustuz5MV0yERQguuwyYBoZLgINCJPnFf2bSDEyPl2JNmEJHfsuc4z49UDSpmJka7dbtB50kSl4k1LRLuMr/Offagsk8aTriHi3zdmSr5kf/U68/5daN8gTxOvX1esFQZRWs0Ewd3W+3Rj6O5aVirNXIJgnibIUObKPBdv7JlfCdRZU5sO05nK6hMrpblgWKlINZc6roD5mLzga6ia941Eo6cS2ivIZZw7KOINpRVKkeVvcKRvFEeGGEkau+qjuRSsLveSt6qtWdcwCvSswb8PxzTiDjmKHfWwApWMxkC10OcYHF+v5tK6Fp1B5pz4yfthzTXnNQS2YVjvzWqtJw3RWWf/KNkpIvKnge8DnhSRrwP/CfB9IvKd/e76h8C/3T/wl0TkzwJfBgrw7/x6zBQ/U94Bj0KnwhmhWh+l7eJYakiN1N48a1Rqh0GE1M2N/eXaMlxT3MG7BYdHliy39dcQa9RW3BHF3lvCHOPnFdbRWwMGCWyGke24IaqCetNujAMqkdON60G01pjnjF293al+AGWVC7VeOSwaLcsjiJfjrQvj73ul8DgPdeGoSj1AH8sm8CiUgosq2bLDH2XoPWCWTlXDcLimd/Gbc/5IEe7cPmd3fUOQPU9++BZpGCg5M80TLabOMFFiih0mqb0JFpwaqupOSB1C8Uyl0QxC3Lq2+ZoQ1XW6znpvI/YpQc+c+lYmtjJ8hjRiNtAsYlEp2hgH0E2DfWGYX4JYEDvlIjq+Pl83zs+fYy4Tm17melMtdFcojxRLb8YXmXc7aq8eFncbEdyw2gLKIlIGuU7kAuPpKYMVQnA98TLPnA4DQvb+Tm+SxwRhiEhQfM6rUFpzpUk5ox6N4TezHmxdbjZF0BiIQyANUKYbwpBINvCwFq5v3kGseHOv4jZ6HTcusxGHI2lWvwBOOcyFvJ/YXc9Mc+F67wbKDaNp8HOkYaXgEY5gOQMtLiUrzQgtrg5Oukj2deilWEOTEszWdeqiVIaaN49dka1vmvLofSsiHdIY1rWzsKakG2a/X5B8pMpdjNVbOww5rdW9Q31RO7MqJncfMn+fy8h+GRqbzcYnsOd+n7ZFBXFkaA59FvNzkkTRNDhvvJb3vsFvcnwQdsrve58f/w+/xvP/EPCHPvA7oAetfUNGbyLNtTjXOxqzuXKFVaGEQOi4uFBdE7k1as82nZ3npbswEkMit4zla8904+zbo0pXqFPUDJo30RY2Susc5BgXffNMqAvd0DU0hvGcId5G5YwYt5yoMY5bgibisKWaC/rPBSQW7oSnUb0H4R7Xu4eUvGMzCNqMup+pDB7wemDy7DivlDoB8lyoVcizT8U162qHrVCbNwmjCSkpeS7vGdoR2dMkIowkjKlWpCrJIq0kpqyUBrRKs0qZnVsuzR2823BKLadsTp7iZHvGzc2rhP03KHsjyoZ49w5Wt6TNHSyMIFuaJhhHiAMnYbMGh8Xm142LIcWB0D3mluc4nLWI5PsRtG9ex+tHhK46htUNrc209jY2u/1c23smtQkJLryhONYNnTBKGs2d3ocNNQ24AYChVlfDZmdACJH8yNpVcfu/MhtNKqct9HmFStGARWezeKYaaVPmZKjsdm8hWTjfbNwkpBVamUm1UtQ/saFEHak1emCTzo3ONzRzlUUPtIFi3gyOITGiQKRooukWsUDII2OKPCwVzV+ltvvADVUqVs6QNpLEUAp13qDRTYxjTwjm7FOL0gybjf1VZr6BeRZKNkwqhMYwDJS0rLt+c0ujmCFFUfNKdVdnVCMxREq3MEQVzYqWgugGSYsJhpsuWMsuC11y97RNNPFar5kxpNF/LsOh19LcuzJ0Bydt0FpgwKBU5t6E1hAcbhS8AlgRIVnJB0uT0516hE2/N1QVYk8oRYhxYY6deDGqDTa+1uZ5IkZlswmUOXhgL4JJnwAmElNkmz54/PzWGLunsz6KgGSIiuUM6pKcIqBNobkeNmoY7p/XrIAeNBUen6hbMtOlG11rpbRuotuzqNYaEpYmhlPFSiu4BoQjZ0LwKqGXbDFsSXHDkLYM6YTTsauYhdH1QEg0iWxKYy6VtD9B0xlhOEfvv8GDy7c7nl/cO7E3YuFRiKGUQi4TWUPHhwr1IAAAIABJREFUm4V5Lmtwd81uI8ZFY8ZvmtYZA85iEbQqrbj5bgiFlArbrXPEsY6TN++Ou+54W0tNzzwSYxzIRRwbrhNtNi6vLwmMPHGxYZqFO3cv0HiC6YZxPEPiiKTkTJf26BTd8RTccs2Ov74fzapaPTS+6sEMZJk4bNO0nrslyz8I//um7Hrs/rnqXFnsV82MWqbeDPdKyEKgmJ+H3KDE1lUCvdJTAZq5mp0Kb+2uvKQPrlAnxSukiEKNZGY/n3195lxQFaxW5lxddbFnsdphr7n2ITitSPZg1prT9LyX49IMoevSqCZadLExBNIworJF6pZhe850uUHZ0GRGuzaJlUKWrqlutfNZQCx0s2Xt/PfQfTeNm93EzXVmP2WvSMSIKbDpzk8pBWJydkzrQy9Roeoy7+BKjTEOazN++bcMPsNQex9ldjdp7xONo+PoC3wquF7N0bppzf1VVfsdHJYOVk/4yuRso36fQIdJ+3xDlIUyecSGMVt7YALrnMDiDywyODe/V4miS1LSkX0JXfkwMo4jaavsbiamaSLXAkfSGsea67/e8S0RxB2D6+yPsrAAXPhJFCzYIzxR6/h1ad3HUOcVBz7GgNejmwh4WeTaLKUU3537zSvBMTHrmLGzSNpaqnljDlKKBN2gMhJ064MT4cR5rWHjF043QEQlIVExKeRywTiccHKyZa6RUiMP77+BlUwMrhuy5psi5Fr8Xk6Rtg63LIGpB7AAwzAQU2BM4+F8Hm0GC1ul1oo2n4IMUyDFxjw1hmju7SeLbOlijlFppdGyC1i1ZoSmUBsxNSTvuS6XBFXG4QTBGLdPkNItCCcQThAdECLWAiXDwsA5DtbH73VB3tZm0OPXkWP4x39/1fE+buDC+qCvF8eo8anB4GuudohK8ZvOJXQzMQ5oSmQEDXHVs2kN5tDfo6tZ00ohKGxSBCpnt88p0+waILUQpTe6Quokvxs0RWIZfIOuhUTAlZSNZq5bHWMkxAFZRJviYtwhNGaMrkcibQ2IUUaCRrI4Fl/7uQQhmJCGMzYXT9N2z/HgYaXsrt2IeHK/zigODcjCdcXrgWayQoEmSmuR2nwKcT8ZVzel2yaCamE3+3XejolhDEQvITwRChVLkSEdrtki+eDnqbNIgqeipThDqFgj9XPgnOouGexcIOoRbCOrn+YxSWFphh/6QuD6LyFIZ4b0JrYZjSWesN6XKyzZ8fKgS/9q2ZT6utU+DKbpENBFaL3iGMfEOI7Y9Y64GTgd4goBHY/wf9DjWyKI00+0ax1Z5wZ31qkuzQsPviKCxq7N3SVbWzeVPdaHeATP7gI2hMMu53hxQ3F98D624b/bhDhEX0CLS30BECQNxHACNoCNiG0RNmjYQBgRGVB1TFa6Q7mYEdKIzclpSm1PHCbSZoaasHKD2d5xYD8hnj2Il4lzLdTuCeg0p27WrEd9gC6ru9pFda1rCuuCMBLVlNxcFmA3z8ShONZrecXrBG/mlOxUMD/H6gMUpZJCxmwmaWWzPccIxDQQT56kcYKwIbBFdUMVL8sphoVDcHb46xDUl0V+fN3e70h6+L2lEXsc1FkyqKPK7Ji1I50j3JpLDkvH1DtXx4ezQvBpOoEWArUo2bJXLLsd8+6G68tLpoeXkDNSZu6lyM3VNbOO5DwRQuD07IKLO3dJp2cMp084b1ui4/kx+3kuuHyxLh6pFWIgRm/yNtzEIGjqAbTR5gnR1hvzXQDMnBGORVoIILpi2c4cGSjSqOmM8fzDyM1Dpvwm5IbMDSsNS6kDMfaI9KqY02Lz7Jh8LjBnmGZhmmGavEoxM1BjKJ5UtYxTCAOk6OWOqTvewJJt+uTr4/ot7ai5DjBG//95nsk506p6A7B605VCb0a6R20pmVJ8eEmXvok4VbE1Y25OEXVxvIgGp1SWxbSlHfpJj5MdliPgTKrYh4q093v8WkIr0n++VIL+GTabPvhmh8w7SqfcNp/8/v9r2Ocf4eFBw1gaWj65VUolpIUWZL4wWcxPF00Qn7hcAvjxFGPOuZv1dgpTo28OeRXd99+JPdBJ31AS1oSgzgv2HbRnARXHrcIWa5FaFAsDc41ENoRhw2r0p4M3vWqhtEhlxHSLpgvq7gp0xJgoTUG6O4z4AipWV2OKFtyt5PiotTLECHRWSQ9oIUYMmLMPGiyMFutNIgn+HDrbJdeClEwujdhCtx7rk6zz7A41PSDmnGktUPKOsNiriSBhS9hcgJ4R0ikaRpAR0YHQNWgaFbN8UIuE1Rn+8eGNY27647RPnzp9tOo6vubLZ10ejxeliiCtenOta1TcXN3w0ksf4euv/KrDPilSzc2jsUbOhU0YeXh9SXzwLl/78s/ylV/4edp+z3NPPkkC8m7PPO0QOWWzGShSeHMQdlE5fe5DfPw7/0nSxS0uVJDWSMOGNMDVwwe06q5HKQ0dHgt92MU55yEkp9JVY1kGtdZuguDZ6pJRqmrnH/cBOHVtEI0DNTeIp2h6knH7NNv9235N7YA11xKIadvlnb1Z6fo+fv/k2SgG+1JBA1OF68lppc2MmJRIVxNsQiRyEgPbYUBiYKrV1Sn7tVsSjmEY1iDuEcGz4xCCGyXkzFwyAXEjlOZyFfTBN9XopYf4IF2IrFPBLCqEZj1Lt1VHXzoWHSQ5No7b+eWjZvrCjjoWE1NVQvPzrLi3JuLm5NJh2tgD+zAMtOZNz/Pzc8bRq+ZtjN23syJWiRpo1d26fgPGPt8qQdwxZ3UfJMeH1Fbs0A/tINhC2F8UxIzSO7lLE2/JPKdp8h1NHLNaHYLU/95CC1t4yN5w65xlK+v/KT2LMFk3g1orRRq0gnSqUYgNohBDRCRhEldssQVzlkxMaBqwMGAh0cybibkVdyoHb6z2LLz1KbVDa+99zp4IsTeTFt1to3kTmKMsojplLQ2RNERqK8zzvn/2SG7KnIPL6HYIp2U3GjAqUjJJlZi6HK40qgWG4RbDyXPkOHg1EoY+/r1cE28OCYnHM+3jr0tFdQjSPBLEzRyrXDKj93sdWXRXeBRiWQ4txSuyXu3cXO146SMv8Od/5M/xxS9+kcu5ITL6csM1rEWN/YMHlMsr/uqf+zNQ4bmzM+7efZb5ZkdEezNTEBvZoOynHdM0w6i8/nN/n6/+wpf57b/rd5Ne+IgzFrJLl4p60zLUgETHbjWMvdLqiYN5qKjUvgaVPDeGpNDF4JZhn2YztEVH54D1N3Pph6YDaXiKk/NLbHqLy4fvQi2uX9JwKWZdJHYhV6NVh1NqEfZzZqpO9Z1LYS6ZZuI+stbcqKJrd29D4iwObAUGka5V75WIm0i7807QiIo3ZeMCG/Ulu+ikLNe7aEFrdYMUhLZs4B6R1xF/QSm5UsueGtMqPav9fCwyGqpKEFwMbBgYVChdrsA4sMFEBE1KlEgKC0yyUGhdF0ZVQLt2fghIKV1qImFqnJ1d+Galfh+MMRI3rltf8+zSImYdWv7HDU5hybSC7+AiWHQNBSdcOvF+pRKZZ+QcZafLSPqxlOjUm1wihrnIsJd5pt0+y1b6kIbYd9hlkjD3xmHnj+uCR/tgkFMUM9Vmt4rTRmmwbcIw4NOl4u+1NKOwp8lMi9XH26O7u9fiVmvLCO4jgUkOgzePB/FD+e0ysto54UvmHUJ4T0mWYkSDglYaub++wykhQq0TpRh0N3MVoy7la3O/RY2O0TfAJNJqJMgZ2c569eFVxRLAnZ1QwWrfTB+VB308Ez/G8ZfvHwnkffz5eLp12bz9uj36Wo83SVWsT9x6Jnt2dsIbb7zG7/niF7m6ukLH26gOVMW1UgykVsZa+cs//uPcHrwhOkpjunpAngppPCPpSMXYBRhTIDXXNr985TVun2556vw2X/ux/5v5+7+fz376M35O8YboPM9MJZNadyxqrRuMeCUVQurcda8+hQGVzDzvUTXXdrFK601TWzBt67olHETcgiYIF2g4R+PW6bm2c1pc7xWZzZ5sqPrIe696525Skuu+b+DO19YUnSLb3MZwDI5zn8aBjSpjq4SulzKk5CP+lg6woBwUQxd8fDmqNXf+qZW5Z9WevHkytRhtmzldsvTrXPSwZuZmq5CZdkpvlT6st24sEEVJwactpcm6Fpcg7gvJ14+GZaJ4WWvdLwDpxIvGpmsFBQ2M48hmGD3G2UHPXOiblybK/poWxl4F/RYP+/xWHQsvNaXRM9dv0qQUMZaBBBfur4+ccODAnxaB7DvkgTPab3bxWTDHYxfsy69KSqMHa+aji9geCeydSe2NiKnSTDACuQpGRjUhGr1aSDPVnFXQOGKiSJ9G6112ZIF97NCkk/fm4YfRfFZ8fKXhdQOLRRdjCYpD9BH4zWZYxai8dZVpTQlRyLlQy4zhJhfSMwINRm6NZI1iBauVFEdyE6YSiCUy0g1pcds4gv/bK6dKCI9qbeecV9zTAzM4vdJvWi9D35uxHx+LvMDyOUXS+npro/aoIRw6tdHlE4qzMXr/YLMZ2cmASVpprLvLK+zhNX/hT/4pTkIghAVmqOx2e062F2Qau8khqek0sAvG/uaS8u4b3P/arxA0cfepD3Hn/Al+4id+gpdffpmhMxEaDilgrgmkpj5lucCKKLvJN9HcWTGnKZLSyOWDS4ZResVFb3Z2iWU7rJkU3AFJRLEoSNyicUsMGzZpZFKXO0DdLm2f96RkaMKF28zX0n6/9/VRK13DFYnOQqnNN7swJMbUiDEwBCWZUzWj9kpahUyl2NBptKwV7jIJuVB9wSsmtUcZTe672Sc8mzOxrLVVu6Vh1Ju8QjXVDsbiYdkwUlyvfYyRQWWtvMe4WdfacRIxd/u7xXjFz3HsCd4BIahFaVqQ4BLZEoW0PWOMB72iZbjIOf6BMQzunZrnvr7+McPERQU7VaqYn9whrpIiJSiNQkxO8WvmQzrJjNAall2S0zo+FsUFmbJVfCQIToquyoUa3QYM9pRFX0WUQS98kGBZ7OYZMxaxAFJGMJcA3csVJsrJZqDJhnm+IeltqiWyGYN1Z3dLYF246mZDqzvUrtC6I3BNjNk9BkPA8sAoyTF7qd3irUDN0CJSlFEFdELGPpocBBsGlycIbkG34G0hBMJm49VIV4hLqgxJGQYYhkZKXnl45r2jhUqUSrXs2i/WOoThDI06N3bxmsaMhJEgA6aZW1xxnu4z70YiioyGxgRNaRpcQkDTWiIeSwfDAQZbpA8WrDLnQ6PTN1gIcuHcdQykrOwU66yCfa8agrhmhguKNVQzSiHW6OdVCyYuNmQaaDqgklAtnaUQoLqY0Ve+9Pe4wyXbWrm4+wRvvf4Gv/QLP8W9N9/i/PycF158meHkhGpw+SaUlLDrG372p3+GX/zlf8AzF3f4xLdf8fLpyzz16tf5+R/7X/nEP/17iTGy1y1BbtjYnlQKNGMSZQ4RS4P7kuLNYSmF0IydXSFW2CQoN9dYEmfUxAEJUOiytBoRCVT1dm5rjaZGkgd94CaRLOByBgXljNwS8IDSZiRDsUipjVoTZSpMuwhXZ7TdDToZJwJBZkR9Q0o0UoikmAgxUrT3tLQxhsgQEqdxYK/OkR4wUqsM1tBWsGzIkJDoCVcohlQjFMGKUGpgtsg8FW+S9iZoxUganWFTKvviOvVOue+OVzRM1fs+NRBD5NQiyZRE7F66ARPYVu0MOK86HfoSpx43Z9GNyYXutPm8SdBICpHWKkqgZmfUhNwI08x2e4YGxWIgpkSae6URldwqFkcEJUh5fH7p1zy+JYK4Ce5aLy5yFUKfgFPHr1UOLASzXhr1krM1CM13vNobgdp33ErvNAuoenBozQ47qdBxLQ6aJZ0yBKHbxClooJUCUiBUSjFqucTqwGYYUNky5fvUNpBrpLY91c6R6PZjuRasRUqZqPWauTwE9rRyQ62TY8wWmfO+a5z7sImskjALvNC6LkMDpU8LNoZhQxwrMUa22/ERGGHcJKZpYp5npHTfUoUQYdzE7pfoWdDUOq47O+fXjVuNmeYeqCZMxTAyaEHLwOb0DjFGdvtrWr5hSBvi4JObGsKKawug4QBxPN64XLLm5d/AI/TBBTap5J65eQlbc+5Y8ULj8kZ1UN+cWyudMSAgvfmlzok/wFTaedgcgl3P7rZBuf/uO2zHyLkIb3/9Nb72ytf45a+9wpe/+vPsgd81z3z05Y9yMm5449XXeObpJwnW+Du//A84JVCDojJwfblHtsaXf+5LfOx7v4ipw3i+JSmlaf/7hdJcKIro9MYoSiIQVJit0HKmzDO1TEQdEanQJwi1Vzxuq6a9lSTrRtjiyObsFnH/BDsdiBp9TqEzwlywSih1T6lC04H9DFdX1+x2O+bZR/HNuhm4qouc1UXvxxUIQ0gErSQVNikyDk6bNA3u42oOTdQOgx4rbmLBm5DV3OOyVCjO0dfWpxxN3QTGPFZoiqi5V6WJD/Bp69S/thifu+HEOMqKj3uzuyd5K5vcD9eu8TU4jiPDcBCaOzZGVlit2dS6EmNobNLAJjiUkkLs57dBXJKVfl2CUqpLA0j03s8HPb4lgriAZ7vBg7gkIeLwggRviBxrepRiUOvqHC9u8A1d+76qdXd082AnhiTX5FgoieCNnxA7DegIhkHNS1TpTC1Ak3tlxibM80SrjZLvsdNCDCdOPYwRTYlUt9iua2wPiRCdjuhTdntqvU+e79HaFaqzbw6pMKh0CcyG6kitmRCMXCpVgrMMzHzsWLtPaOg4Lz7CP8+7R7BFEYhRaK2XkgEkGGiltAmTslLUVBtIpspMpdCsUptAg1wyweU6VgJam28YT+Hh9RXshA995OU+bLKIBx2Xowfurp/7xznirn2zQCnHLJbjYZ6sO6+WFo9V881bZNGSxilxR7i+WfURbmkdpmhdb6ctxuwrlGHmjWizBiXz9huv8s5rv0p+8xvIoMQpodl4+8EDdp3t89f+7k/xHd/xHdy8c59ycwnlgl9953XuA+cXZ8SzCyRsuPf2Ja/Ut7G7ld3VQ/T01FUZrVINLEQXtTKQ1qh5Zt65V2kj0EIgWqBqwfKM0gjBqbCERWfG1fwOG6T3SRY9odYapoPrfbSAyohJoNUMFB/+aUJplVyMOTvR4Hpfefhwx7zPTHvv4URRLLnrTgiBihtEjDGRYmJMA2NsjAIxCCEO3qDthh5rUpUryOwbc+7XevY1prVvqrO7AY0S0Ag3oeF+XUZT8UE7UWozNASC+MCRLcQA8/McmpKbMjZjAURRRaIHX481Lh1t0l3uu44TSwySHvzFtZtqdzRyzwNhCIExDZydjpxttmyGLaNGTk/OqAJzKb1x2uGgKmvjGRqVuDKPPsjxLRHETQyLDYI4jhq8mecZ2AH/hr7AyuwDUBUv2XduRNBKp9EJ/tXEg84gWAs+fSjSexPFs83muHJMznTxhpOXVU5x6ELgsWd0ZpCdpjhPl+zrhMqIxEYcNqRxYKgbdBjcyHivDnHIFqMSpFHqQ0p9gMqOFAvWZmQQRo2Al2MApYCo83iLhF6JOAQ0DK7o6FCEksZlTrcRRNiO6QBbKEhyWEMDB1zfQKytC8YFu1wZMre54/O2snFyyahCrI7Bb0/vullErnzo+We4desWQ9r0fnPX9FgyDVzF8DhwH2devjkfjC1i9Km2pfpav8qMSfTr24R5nil19kGeKC4jMAZS8GLa/7Z69YAPd9Te4DJptNy6pK1nrNWWiq0hrXkgSpE333mHuc3s39xzo3D7ztO8Nu249/A+AWdC1XlievAOD29tmOtMAO7dXNOycTHe4kQiV3HHsy/dWvssOWeSNKcFagIZUCoajDnvmXeXnU6afPpVkzddqa7QF7XPMwhzaVAzw6bjqbLQO+1QYTTDJDGOp8ST2+zTKftdw/YZaQ2TSOlyrXOBOTemAtNuZt5PNNdlcMgk+ej5PpeVQSXiQ1TaG/KGQ5lVlILSTJiyJ1reAAtInwBdZh1qax4KcJ47zfWTgsEmBlILPEiZaZqdfqvB74dSoFVCcE62c9yBVqh0o45uOCKdptzMaKH2CdtFmbTLLq9dhUcdtbTPYliZ1irTMKw2knoAP92eMAZncY3qQdlKZbPdoOo4fRmkV/jWew+N2qQPav1jlombgAwQko/Ut1CXUSmaCGPYUh9hWijTvnNbc6XuvaxeTvrcKlWMsgwXqHPAD02yQzCMqY/7SkF16OWoNylMjFozEqSXql22NWq3WRNEZpdUbTPGgMYNpbgIlgVDTNntPXsN3XDB6oTYhEjpU0Q9u6auzBvPTI0QHF6qPn6INf/7RmVIPmbtXPFHWRqtuN7K6shSKtNsbDQ6v9WMmgtal/HhgAV1LRaKN3EK1Nn6W3SMWjFkE7Aq1Osd19NbPP/iR3jizrMr5KWxK/o1Zy+s1/kRfFveY0r8eEd+cVo6PnLbozU5bl2FPM+IFbLtcSfUAaxS5owG56KHGFfalhUvzetipLE0tPrUZAxQmhFSolnjetrz4Rc+wqtf+hnuvfU2KQuvvPUWv/jGN7j2PI4v/o4vQMlMN5fce/ttnnj6LtsU+Y5PfoI333ybF575MLfvPsO7r77BXoQXXv4oTeDy+opwctYt1nxgq2kjhYHdzSVijTEa17sr8gzDyS0sFoTB8wuMmJyVVCV4Nh6GFZZajmUTXTb8uQdylYQwYi31c2fUXKlVydmtxLK5Dk8r1r0oje248eGcYaRhnBXnjvtUNaQ8A7DLGQhewYjSmjDVxtwF6jzIGqLO/W+zDwlJUE7SyGYcXTCLzsoRYYyJ3Tyx3YxkKw4ZDT6sE4kQAloN6aFNzBMYK9qhn64iaB2iaeYembURU/cEEP9Fw7wv5rcem+1mlXxwoxCnM4fWx/UNQoMgguWCxERS9/dMMWG1Uaa5SwA45BJSoohb2TFlWqlEUeqRv+yvd3xLBHER0FFXCMNJ88vN74G0tsUFvFHmSp0zdcrUaabtfAeNvVky905/dqAKotDqQVvBR5WPkC9r7JtzyjUZElOf2LI+CKG90eKYazG6fGUjqC9CojFEI4q7p/RCzCEb7R6eq0EyYG60S+uiQTQPND0b8QC2MFWESqXSp/ykB3wEFcfC6eYJIRwGJpbX8Aqjkmdb8XBfpKXDEP3cxMQ0zcz74nZS+4ZT9ju3FyXXCnOFVhhG94z50IdeIoTteyASVe3QhGuYLFNzcAjocKAJLpn5sVP4chwydoCGlIA0aPNEnh9S8kPqIAyb50hhYNyMDMPo4+zdgcfEvLklPrRVcecXa86Lx2J3vPH1kufKTOTW089z8cwLvPr11zjF+NSnP8Onvvt7ePXePW7fucW3v/w8r3/1F3j44B7jyQk1VzY68D2/7bPcvLTn4vwWZsJrb7/Osy99imc+8m1IHEEcBsg3NzRbmuyRufhnv354n8t7r1LznrPTC0p2SuewfYJWZnZlombfyA1PGBb99eXGWhhfh2pWcHp5o+SGMLAZb1ErlDpTWyPv98zFKbMGBEmE0BjHwIiSNt33VAK5NtroVN1i3dy4K1iWvOM6Z6auLSNaqabMraFWkaBoBau+hsuiXS/CnBvnpkQgiSKqpDjQgnEyRHL1+2RfMyJKkuBVfPG6Iy6VfKA7MMXea3K4xM0Efbg+qCK1kScfbItDcBpyCE5HVZflHfrU6GLeIC30v9crTfE0Mpg/X7pTFqquAUVwed4Oz6RhSxg3NBWyGWfmHPGI9GbYBzu+JYI4AhYbLXTqXbN1VNXxUS81SnE2wn63p1xPlGmm7gtt8obE2KVQM16eWuqQSK44zrxMXB3KeN/hjVYm7yonh3NiwrFJ8SBdmo8fty4KtSSInRaNhgjNLbxCFGoXd5feKAlhXrW7xYI3rZpg1TPitjrY9ABTO4ZZxR8eDh0aEW96dpsfH0ZqLrupLfj3QMSzzNYMy5CL0fbOC3cLqdZ1HrwCaFrIU2G/L+z3md1NQVokdncUs4Bbm/qGdv1gxye//SM8cetZgp4cggdH9CxZxt1ZdTGWYH/Mv10GtA5DXI9+v2TtaXBrNmlgpVKnibq/5urhG1yz5+yu65nLFMnZGMatN8fUNxLHfPEMnNgnDeuqc4PNLtCvAQuRO898mDcvH/LUC5/g7bceUN55lZPbt3jy7nN89PmPg2Ve/eovce/1N7m6uuRymrh9k9ndu6a8c8VUKicvJV67vMdD9ty+8xyyOedq51PDWa84VYMy+edKwtyc049VdteX1HnHyRiRtiGlwLS7dikH8XNarNGIDpfJ0aTiIryk4pi7OTQWxFldeT8z7QrNErkEpuwZeC3SZZSdb56Le8IGDYQ4ENW5z01AqxGjT5TG6obAE96byEXAKnNpJBEs+DSiaSSYuyJVuh9A8QC6bjwWGFkahIGoEIaEiTPQ7gDbMXG1u+nEha6wKBWkMlmflow+yWqtkDSsCoPaFMZKxNgkN3LpVBZqLkgaSTE6tBMCt5+8SxzSCoHh4QFtzooTFUqdXRwtZ1oITLM94l273W4YtxuIbiw9DmdUhaZunrI5OSWGAav8BsCUb5UgDqurjOeY3pAJfeFxjIm2g4b2NGXybo/WuP7fMuFVgy9iUWjZI24Ii6Jd7LMQrhJeazf6OmqoaRefdzcax+kEdVy966yor3FfjM3NGZpYl8OEpq0HWMN09uZFNaQF56mbj/5bcQsq76LLgX3RjvmzXexHfLf2RqFnjX6OeoG9cm5dU8PFvFzju1a8slBv+MR0QDtEGtmkZ+yVqX9V+hixAMUlD8TzHE625zzz9IdpBMdzeZTX73j8ITs/Ho9fvh4P/NT6KP4Nhwx8Zag0XyhSnWGi1bC8Z7p5wH56QJFnOD09Z0in60ahFvs0XG+cYmCucyFBsGwUGqETl6s5hptr45033ma/r5w88SR3nn2eX377a6SHV3zoycSJjnztK/+Qd994naub+77RSPRN+Gpmsom5ZO5tB97eXzKcbTi9/RTEkYqLlw1snOABAAAgAElEQVRDQuoMVpFaMMnQrfbuv3OPmme2Y2QIAbOMWTcSWBuVBROfCPR1cMzw8etmHa9evmIZxUghohrY58p+ruynQqmN6J7K1OKZsW90vr6ks4IWs49lfkIJq7lyFfcBqH3piqlj5q1CCNQuL73o3BRzc2AA6Q3aaM73ttAldlMiDoFihRDFKYF9oM26EBW1Qai0UAk0gihpcH3voCOhY9RmhpoPKEX8oYj7msbgvaY0st1uAUjDwK1bt9Y1va5fa5jfVPjwYV1Mp3r/xgO9EzSUxekoqZJSRDR4TyooKQ1ISEh0mvF7J0O++fEtEsQNbcUzS42OKZXK3E9I0akPGTRyzkz7ys1NZX/VePgwk3TRqTZMmi/oXNmeRmJ1Ne4QXWaz/r/UvVmsZdl53/db4977DPfemoeubnU3m90kRdISKVmyI0OxjSCIEcAxENiGgyRKHOghzkOQBLGQpwBBACMPCewgTiIgQGLAsaMMcCwgoDwEiuJBlkyKEilOarbIHqur69Zw7zlnD2vKw7f2vrdIWmoBNsBsoHGrb92qc2qftb/1rf/3H6pfNkAMRW4mBt9K1xiyRiURW8QxgpEJtDIapYR/PsVRCoi1stiLIqpIsXJEn1LCN67S1ALOOfwkijaVDTmJyZfI/hEznsOFPWfMhZiqCVUqIqQYDUQRYIBIgCHW1wvYUrMx0VBtOI22kC0EKFOgjDumGCmTZTxkvHdoq8g6i1AhNoSQGcdCDpowgVKJmAZ0mFDjA2xzlf3Q4bu7/OiP/Qlu3XlF4unSjj41GFMWk6KZt951HcZASbMhkHzmscgQteSMIRNSV0UOlafPhWMcKhFjImZD4xuygThOFG8Ju8I0BN785hs8fuvX+CP/wh/jyg/+KNltUN0ROUWMUTivGOqRH2RDUKXQehGz5DQxGVDKMB12xClLOMOmY+y3PF1teOGFH+TN3/pN/uE7P8+towZL4bA75cEHj1kfX0OryKPDOYfDBygdWZ+c8Mb9b3OeLT/4oz/Gnbuv0NkW1Y+cPT3nyssvMagt2TlS7PEEzNhQ8o4PHr7OtoO2vU5RHu/WMhNRO1IJhBwY97DeXsGqlWDBKRBm/3ikUTHVFldXG4swiEIRPWDURBgCRFspdyO7bAhRIDil5Jmz1ooStTqKEgNGyYYq+K2oFVVSlc6b5bSZBFpIsYBFBudM8qxFUVmWLOypkupJWTtK21Po8J3DGItvWrwRrxGlFGNr8SnSaShpFCqjM1gtf+80dZXRZOm6jtZ5ZqfUlBIu9rX0aGzjWW+2lV0mm+Rxp9hsNrRtyzAMy7wn58zhoOj7HnPkWXXivRKmiX4noRyrtqNtW9Z+jfcN69Ua187wWSM2tM4xaE0J4CsH3RlwThPVxcn0w1wfJtnneeCvALeQjeVnSyl/USl1FfhfgBeRdJ8/WUp5rGSb+ovAHwMOwE+VUr7wu7xG7dJmY3Rd/QcE152GGgU1ZsYhEobENGamKRGmTFaX5PUqY7x04aII1AjrGuYp89x+ztl5CiXMCCMczhgVh0MQDNogGJo3lATTMBHHKAEGKlOKcNaLuVCZlaIY+5GkiwxrSZJUlBUxRHIWK4GYJN9TOkbNNE2ykxvpDXIWj+kQQk1tGQVaSomVbmpTJbt/LmPtVCUVXtcOv8xJScWQIvT7nnGU+cM5e6wXxVqprmspZeIos4cc505WVGR5iugw0axa7ty+RymKplmhaORkUdWjXdfRdd3SUY/jWItKHWbVhxwqnTCHiqHLoEhMmWq02CyXn82EOkfKIzFQqaLCsdbKYXTLe+/8Bv/bz/3P/Mt/ovDZP/hHKCWStZNs1lj9xO3FyW2apmUGYa0YocUUGYaRkoWq2TrPlaMtL9y7y3unb3HvY6/wlX/89zl98z1M9QsxVzZMXjM9OeBtQyKTxsDh9DGT67h68w5Xj2+QS+T86RkbY9mu1jx48IBu02BsqXS1iFeFN999l/35Oa3taudX5wUlU3Km73u0VbTtStaulfWf1axcVczzzbjMGGRQ3JiWMvakMKCNwnet+HMzErOVRqBICn1K1acoCVSYfOXz64yk0deQaJNFNFUSjgr1OAdGfFRCikw5UarxWFByKrbGVbMsyCYLpddkEvL8+VYaneILQSes1/imwSiL1h2blUchGbFKSc5oKZmQvRTLmnnZ1KQf7wQSSeNenreicG1D262QsJeG9XrLZmMXmu5s5zGfGo9mXnuepGEZJ/q+J4wjcQpLkW6NZ7VaYXxljmlhxxWjwRpUUfU05slUu4869/vO4fTvdH2YTjwC/2Ep5QtKqS3weaXU3wZ+Cvi7pZS/oJT6GeBngD8P/EtItuZHgR8D/tv69Xe4FM41lAwhB3IWvmYphTAlUrSkMTL1mX6X2J2PHHYTcSykoEVdpi+KuFUWY0Umm3N1gxO47ZmBmvhQ5GUAkutUPpWEsUW4o8ifSX0SxkbIEGevB3NBTUviB15ygVRIWsJ1U8yQNGF+CKMRXNJY4ZpHSbYpGRERpSRy3SLOcOM0SUGpQqam8VVSHwHxFDdG0Rhdpb9B4JOiBasshRQrKwRHTlY2BRAjqD6hjMwFVIVjctSUKBtojkKdgohG0+iG5597hdt3XuTO7RewfsU4ZHFG/I5rnuTPv342v7MwTVKoZ4Mtq/SiyDVkxnEgVqzUeStCi2kUe19t5DRSLK5ZsdpcY3tyh1deeYnf/Orr/Pd/+S/xn7/4Msc3niMmT1QG17XYSxDObEcQY1wk1blEYsgM+wGlDGM/MO136DBy5WhLfvkFvvgr/4Dj5+5wWBkePXifx49PGWPhyo3bTOOOs7gXmqC3bLZXcJvrbG7eYxoTX/6NX+cjH30VnGHVNRxtt2Qk3zLkSIwT280J09DjvcW7Vo7ZyFwo5EQcgwRRG0MulWWitDAmlKIxjcxqqjGWUFYjhSCb5zSRpj19/5Qn54/IFCYKfVHscsaNWWC/ogVXydLkyFoQFpkxjmxEAKZnyCwnSBGbpoUpVfEXolLolAlFxAZts5HnUgk8MztwzjatrerYbDYcbTtKxf4TReLqVo6tWgnLQ68xRhHCiDaycRmj0H7FarWi85J727WNMEW0+OX348A0TdjGs+rWoA2uaWga2TSLigtG3xiDqUX8ouGEODxd1lAYRlKQ4m7rurfF1LXrsVU/MSVRVivvMCFhjcd6L82SMYRw4ev/Ya8PE8/2HvBe/fW5UuqrwHPAHwf++fpj/xPwi0gR/+PAXyny9P6yUupEPRus/F2XUgq3+AoYYhDO9jRNTFOE3BAmRX+InJ+N9OcT0yFD1hgasg61w2PJQbR1aCVJ6HOXrOp/F97cCvlwchFJ8zjK39G0BtsI3ACZFOW9CAtGMMisBXcDoaXNWD6mEEtaPFKCK4TZC6L+G8MkBV4CByQndB48xWkkJvl3TDEwjiMqzYwV4THbIJJ56zQ4LfepXnOxjPoCW04xoorBak9KMI0jMQluN8e3lRzk/VW6VAqgoryeUYqmOWGzvsGNq89z/dpzeLdm6APOdmjrMJXfPV8hhGWYLEWzujTWQaW8Ny1aAGVQSVwSU4FhHCAHyJKTGoZADhN+A9Z3cjKoc4iCxbot6/UN7ty7h7YN05T5H/+7/5p/7c/+NNeffxndbcUCgLJ0VvMMxDm33IMUI84qSjESShICbdfRh4F333uHcNhz9+5d3n/zDXLR3Lh5B9+sOAwTKUdCHDDa0W02TCFj/Qq/2mKM53hzzN0bNzg62uJ04cnpA0IacCuP0hFKxJnC+dkjtpsVU39EKaDVhZd4zAGtpPAY35CLwloH2qNrGITc7yRddAkonSglUohoU9BhYn/2kCcP36PfP6UMmWGKhILI/FWqm4DMEWJMy+cVQsR5jTZTFcBUL5B6/7QBV4uyNxYVhf+vnGLVNEQ9K6iF4SKsqlhhE0XbNrjGc+JP6LoO7z3dekXSkt4TS8YbRWMsplJsjTdoe4LvPG3X1SIpzY6uvimb9Qo7z72mEXe0JsZYYRRPzAlT491Kqo6jFwUKtXjyC+1ZqJAJPw9Qq6eMNDwQpwlTPZCcczjvoVQB4lzziGSZOC9FW1g85Znn6He7fk+YuFLqReCHgX8E3LpUmO8jcAtIgX/r0h97u37vmSKulPpp4KcBrl0VD26tDd5ZYuhFoh4hhszYj0J76yM5FEowILoGjPYoNUMykFUkUdkdOWPMfLy8GPjEKAVda1Xx0Rr1Ng1YqzHOMI4D2k2iIFWKPI2SBqQdjVdYo8lWLe5oWYmhO4DKmmmqplwkjCnQzJ2oWQZQISRCEEggxbBgbiGnxdFwFvTMA8v+EJjGKDh7Y2lKQ4oJXY34nXM1IRzkECW4aCmlDngcpITRHWPfM4aIFUd6VM5YI0Ne4XQmYSRoDTFjmo48GW7fep7j42s8Oj1jc+xpWsMYJmzbPSOfvhyjJtcF3HS5uJdi6z25FPysFF3XXaIbRmZBkHEiDIl5VtxZ2s0xV28UHo+nPPjyN3j84AG/8su/ymaz4U//O/8uDjmZxHjhkDi7IQ7DsHTnlMI0Bdq25fHpI8bhwP70A1SYyFPP7v5DYr9nazt2k8I5y0m7ZWsLp6enPI0B1Xhu37mHci3N6hiaDdurtzk7O+PJeCArobEdDgeUU2ztGueVePqUxLrb8tZvf8C1a9domwZyg7Ut/TQwEThqroBuMKbDG4cyvg4EZdiYQpTYQnKlt0oSEGS0VXgNk8oM+zOIEhReuBhSNs4yjqNoAoqEKngrJmFxGkGBV14oiAq0NTjthF9vDKsKH6icMFbT+oYCRCXqSuUMq+jpugZtFdobeV+dp2093bqj09JJrzZrjHMoZwgpMdTnsFlvsc7RbdZo7zi6chXtLL5tsL4Fb4UQESZKmJjRTpMiyllKzrTrNdp5UAqrPKX6p8ttfNYBU7uLU+VsaWDNWk64SmM7hc0ZkvjwJ2PR+SK8JKWEcRZziYChlSLnxDgMNKtV9cNw6BIXtfKHuT50EVdKbYD/Hfj3Syln30EnK0r9XixboJTys8DPAnzkpSvFuSqTLammn6RanE2l4WXSJCIOeT+m2kdaTCdZd5BJRYJXhZNaFtpLSgUVZp8Hs/hDCLCMTMpzDVuu/z8G8UtOKWKSLFDnMilE2tbWQlWFClk8mWcMdximS1BCITW5pu4YjLGLTW4pgsNOo1BdcpbuWJSD1fK1VJXZpai4nDVhUhVTz7RojIHGWgwytTdGVYc1YaMMWUyArNIiLMmQgyJkwXOMLqgktExTEK5rSCgVsdow9pGPvvYSTx6ecX54h2t3XwGj6ace7/3v+pnncjm8YM5FXdYDBQWmZo6mSgMtoJSuHvCg9QqDpO7IEpS5wzhFktLo1U1efvX38Y39r/DSvee4e/2E/cP3uXXlhtAS6+YhjnxhwcRBVJdhEjvXvn8s7JC+h7GHaZDwh/0BncFh2a6PsWRc0/Ho4Sm3jo+JZWB7csKhD3jVsGnXPB0G/Hhgu93gNlu8VnRtw7WrVzBdg7OaxlkUmWkKjMOO3e5MNlBl8c6graNx4s/RmBbrOpztUKZZvFESYpOsc5GEIvHAlPkIwoTS2aDLhNOKtfeMWsILckmEMMLUsz+/wICdkdcEMKpaOdhE08qEWhs49D3a5KqydcvswxlL55vFikF5WznRmZPoaVpH03WsNiuazYrt8YZmJUNBazfLiXJWb6sKyQEkZ+WerDeopqEYGUqapgHvwHqoplr16FkxywBxwpaCMULPmvUfMuw1UApGpXporywfqAYG83m+kI2vkMs8Z5P7jVVoDKbCShJUooSLjBiyKZVRRp7dGCNhmtDWYqpj4z/1Tlwp5ZAC/ldLKf9H/fb7M0yilLoDPKjffwd4/tIfv1e/9zv8/WKFKUNGg9a20uLERW8Opp3pPV3bSCCD1VjjKG6moyXIwoqIaSLUmCMDS8GYMa3vmv7Wm5drB59zJhaYajyZT6AaGUqUrBmHSE4K5xToJB9qFsaLeClI8shM65pGJScLE1Hq4mSQUqrY8NylCt0wlQJKVHyALIoa7ptzZhoTWheckw885iybUJzZH1IohR8v3UTjDSlahkHwX13ZMTnAFCKtV2SV8NrMMxhMyagsHtlXbtwhDBNXr15lffUup7szHp/tuXXnNu3qdy/iSinmgGuY05IUs1+8shaVNRoDxlbvmLpZ1tmFyh1aGYqO4itjBCfNKmOcZtJbPvqJz3CtW9GfnvI3/tpf5wtf+DL/0X/2X1BCQTctKaWl+xbFq8xPxnHE24a2bdFF465f5/H9d9F4zp6eMh72+FaK0vlZ5tqdO5QwcfboITfv3ua9d97m1s17bE+u4FYrknEcwsiVq1e5cesqGE3WFk3mC5//VbbbLZ/8zA8RYkZtO4xO5BQI6cDx0Rbvo4Q0zMZhztB6gylthVicPC/KitdNrs8IidnVERTG+OX+yxF2wCrLerXC7RvSVCgqEkmsVUGvHCnphaI5DIMwjdpWII62sN6uWa1W+E6cE41Ry6nRGgk5Xq9WHG+PWLedmDaXzG7sOYwDm1Kw1tOuVmyOTzi+ekUKstGi+G2uyDNbKcW6cOE9XiDkEbTFrj3KNRTfUpyl2BblLAErwh6VF2qjkNcn8VWPs0uplrlYFjaYWu6TnMooBZ2TQCqXxSG5gBGVa6l6DLSiZNDG4ZVFqdlGQqNUVU7Nz0IRiHOaZCiqhgHXNFjrmQOVP+z1YdgpCvgfgK+WUv7LS7/1N4F/E/gL9ev/een7/55S6q8jA82nvxMeDlSsLSwcbDluSIFLUYj0swS98w0pVNwXgzVGtNIqSxdNEjvOxHIkScOE8xpjBCcv01RfeP6wnhUBpRJlAFSUPCxaXM7imFE5kf1sTVlQJqHR4oEAy3vPYX6IhMqWK16uq7OcUtSuXWhHsar0co7V6UKqqJ7FMqWa19fNTu6VeIFY48UCFkUYIwpwTtRm82CJLPMB5wxN4yjZkBuJnpvGBCWSc8Eo4RZrqfykGNiu1jx39zbXn/8IR9fucPrwIR+cJbbX73Hj5nW22w0pB6xuf8e1JLRBLfx9DJcl+CDhGbnUCOICykg3NTdIWmvUtBIb3qpxVkox5UC76kjacPO5a8RH76Ntw60bt7l3+w7RtfzsX/5v+Lf/3H/AkPLiRHfZczznvBSJvu/Z7XZMh3317YiMw8Bhf87m6gnf/OY3uXJywtF6xf133sZu1nzwwfu4dccHHzymWW8xWWPbBmsdm+2ax48fsTnesB8mrjWe1177KOM48vTRKUfXjpmmAe9FeTwNPdvtGmujsFN0K8dslYXymnWVg0t8W5U5yn3Uc/CBdM1azff5Uh5p2VFyxtuG1XpLLpZWedadZ6KlRLd4vS8iK+fouo6rV69y/caa9aaj7TpsY9lsV1gvJyzjNNpt5L4ipmtaaWgbYWdUUVsZz0hFobTFdJ3IiI2wXbT19LoqgHNBZ9GMkMuSP2lTphgxIMNotHdk6yhGk4yh6IaMdCiqIArZNAl0lwtMe8Q9DiRUQmwq5lM51aGRnBcG2QKnZOmupROXta3r92f6qtbS4atKzc+5LIEk5Au/+8v6ljEEeQ7SP31M/J8D/nXgS0qpL9bv/SdI8f45pdSfBb4N/Mn6e/8XQi98HaEY/lu/2wuUUohTqAIYmXyobDA0qJJwucEVTciKmVTWNK76P2uMjZXZIUyPVCKBCE6RaoRaTo5xkEJrrV2O/zO/XOWERjIMVRHFmKQtKULWxBJQuhCKQDsSf4YYa6GBy7apBeXN8iGVKvNXCB3Qaif0Im1E6QkcKlc7JYXJiVLMEhysVAF/IYpR6iIcGNGnwmoLSolnjBZnNJWLDJeUrf+mhFOFlXMwHhC1/kQk0ZlMzBFdwCUJf/XaYLInnY186/EbfO0LX2Vzcou7r36a0Fzjk7//mGl/xNhs6VZbUCMoi/iXmIsFrqtpUt4ukJn4bOQqJJpnCReYODkvx2n5Pekio9qT66nFa80wFlq7FlsDDVszMm404fox9z7zab78hS9y58oVrrsr/KX/+D/lz/9XP0McFGvnGLImJlDZEvsRh2V0e3ZnO0oUdsVuHLlxdMTZqeXk6jH9B495+fkX+fb772JWHebkCk9OM+PmGtvVmjiN5O1V1ndeZD/tUXYkmAPba1umoXCrDXz7t34Vs255/vnnCb7DmedRxeH1Vlg7ZaToBtdeIxSFtg3etyhtsViUmR36AhSB8YRfrbHKSUxevRJcgiVkfe6yxu01J8bhrSM0ku/og3SNJRusPWJKkZAzkcLVGze5dec5rt24zrpb1YIMyhls68AojLNY78hdFQJh5FSpHDEjcIEVn5NQE25KueiGcxnQJLKKtEnw5pKy0DhzEWENoFOmWCjGQLsC2wh8ojxaO4q2+OwoJLLSZCvCHFOyQIN5qJLIqWZaIsPhgnR/OQuemJI0EePEOPU4o+tA04C12BlSnjtspTDjJF2/UiimRZNCzkz5YiYEMIbEru85nO/obFtP/1nGUbM+4kNcH4ad8vf4J8uH/uj3+PkC/LkP/Q6WP6dItRvtD2NNvFdQrHDE6/9rrVEWtIjK0dpQkuDLWmtJpy8X55b5Pi8MjNr9TdO0dF5ApZ6B0rKL2gpppCSOhSJPV0vHfjlVXimFdc0zu+rcych7UGj7rEXoZfViKUVCUqsiLhWqTJzlZ3DPhgZf3snnjgWKdAhkOd4lgYSMsvJ7pYiRWL7kN24d1FBZk5FjpZZTSA7VujXJwKbp1tjG45uOkxs3aNuWtm2XZBznLysEn1kTwOWuo9K1tBRm4evHSpHMy+f1vQQPoXqqg5zU1uv1gt9aa6VDU5F2s+Hk6jU+9rGPMTydOOx3PH/3Jp//+7/M7efuYbcbVLdCuRZFxnmYhp447Ll25Yj9kx1np0/wJvN//93P0ZrMYfeUK27Lk/0526Mj+mlkSpHtyTFN0/DG69/k8fkjxrd/m/Mh0Kwd12+vOT19xFuHt2jcEb1OaJ0x2jL0T9Fq4P13ErfvvkC0jsO+Z8p5CfdYrVakUtOJ0jx/uWgYLn9dPGjUs2HR82ewfObO42pcWNN02KJxrWLKDTkOIrvXika12FXH1Zu3uHrrBsfXruPbRtS5RobhWCSIXMtXrKXUpCGJ43OgLM5K9qrSDozGq1p6SoUIw4CipZQJpWVYrUpGaTGrI4TqD2OEOZKNGJvN6jGtpONVtVgZacbm0GKxqZDZj9jTir9RNhIAEksWzxIq7JImYgiCVw8DQ7/He49zjlXrpcAre1Fg8gUMWypMUuJ4wRSLFwn2Im7K7Pqe/rAnpchweIz3nqJgPw4cX7n6vcrk97y+PxSbRVGyyJWnKZOTJYbKkx4yOQndS+qzJErLsacsij85/lwYJklKz7PmSpdzGb+TyF+q0MBYOSqBkbQN6gItrg425etM0p+LuNH5mSI+s1AWma4ul9I6ZDSihBO5bEZzzJz8SJEupXq+FC4cAbXWGOeX15Ifnx9oZEERyAlyLCQlw+JUovDgg3ijq5oCbo3AUjnFynNPYg+M8OtJIjC5ceMW126/wPG169jNEcMw0dXCoqov9lywZ9rURTGpdCJqQdHyWco9ipWr/Wzg9XduBgDGmuWzm4v8MoRzTmKxosetVhxfu87D+w9YrTTn+3P2+55f+tzf5l/9U3+a9dERZ2dn2E0i1fd5NpxTxpFH776DSuI98/SD93nhznXisCMcntDHkbffe4e7L77Aw6ePOT8/58033+T+W+8wpl5mI7yP+cbX2W4alBv42MdfwTdbvv5br/OTH3+Nd995m9v2Ht9+9IAf/OynWTmFLhPTYU8JCV3X2Pz5GutY1LspLbTW2ZVzZmaVZQ2YpTm4vNHPP2uVxWlHYx2t8zTGgnVkEtO4Y+ijcLObhpObN7nx3B3MaoVqHPiGZBuZ0Rkt/vTeoapHy1zIARlQK7HXVXpFNi1KN5VFY5h7QwWgIqUMaBVkZpQLJcuMQOcgg+yiyXaE7MT72wkEUyq1WFUfDE0NGMhR4gVLkNeo6zgpTZ6H5daBlgBkEuRhIoUJquArTgPTNDL0A2EYZY2FjpIjqkvLWlwKdBFtx36/p1Qx2cx9n9ds3/cMw8D5/pyxH1ApMx561us1ft2gvObB0/c/XO3k+6SIp1Q4nEsI6zgGUlRMk1ABhz6Rx0SYoBRd0zQq3ivUBXSBMYrftTEsxVyKK2jtxGu84p7OeWxVciWTCDpQyh5jxKdbmTmto2CsxSagiIOZd+1SyJ1rlkKlF+ZIffBMXPjQIgiocVF1A5nfn6oLWVK6q891Fk/mmeakkE5+7uDnfD9di7+eFyE1+mw2L8qKFCaSGA6QdZJYq5Qok0SB5RAFdlGGWMTTRWWx4cxcdOI5Zx588IjJrLj5kU9iu5ar16/RrVaoGrwgw/zv7sbnQrJwsq0mRlG7UY3xU+Woz/cFLjbgy5vwLJqaC9NsRrQk/yhFMgacpzs+5vd95rP8/F/7X4lPez712icYxiv8nb/xN3m4P+Nf+TN/ijZsUauGPgVSiVxpOrRz9E+f8s4bb3D+5DGPHt7n4ekDzs/PWG2u8Pq3vsEXv/brPNmfL/YCQwqsjWMqgcYqvNEYPUGJnJ6+xRA03/rWObs3vs3Lr97i0Qfwyiuv8OCtN3ixe5XxvCUrh7FrdO3Ctdb0fU/TGZqm43Jm1+Uu+7L7YykFnF02wvnU+Z33U7IlPc41sg60IasAdBhdKEbj2o7tyTHaNxjfgHPgLaVZVWWllsZV1SKqCsoacl2L2jjQjqJbsupArcm0QHPJq1uLs6SeJM5wLuJKwlKErVVQVgaDSs+nShmEo+0yP4IscwOlIY+1ow7kFDBF4JiSBUc3jQwQMZJEJAh+phhDMQYdFOR6+kezalr2+72gAiGIFcEh0HUi758N+oYwMQwDh8OBGOR59K8JjXYAACAASURBVH5YFMcpBw6Hg8xdDmcMh544DVhteLI/pV2vaNYd6fdA9vu+KOIlF/pzcUqbBsU0RVKCcYiMYyJOlaqHJaeCbyxd0y6sizxUVz+VSCCFPYG3GmcNIUpAgfVC2TLKCjOj1Iw8Msr6i86xHu+LLjStwSSwpsNat3R81nguQpU9lDpE/R5hzfLrUuOyDDkJqZ9yEeBb6nCv1MSaFAtUaXIpBRWTpI5QsJUHbp1bXsva6lyoYExBnNhwpJDxxnDY9xQjRlgxRvG7yKX6W0BOSbD+KtWnFmKx/VK4pkU1DXfuPk+32qC7Nf1hwLQTWC+Ybe3+Uk7L5jRvQill2qapQ+xxoUCiJNyhRAkMuFzwZ9fDywMgrCQoiQHauBTzJfUeRTQO267QzhDHJ/zEH/5D/Pxf/Tl2+1NeuvsSh/Mn/L+/9HlSGPjRn/wJPvEjn6V1hnfefotx0hytVrzxla/iSbz+pV/j6dMnHIY9b779FkPW7IeeIQWmIs1nSpnGqOpTIqd7b8DqgNFgSiCNmatHhk3OnJ09JeQ9xJEf/vHPkKeeadjh19coBTkZVbjOKlMZTBOq0jJjHJd7W5c7LGZXwnqYrQWAZaCZ6qmpKENGU4wlKfG6TpV2ihGzKudb3KqVTtVYEegIXUqsfOtpUtcT8cx0Qhl0HbqXkIQDrub1bQBPrnHVleBLmm0TVJnlcktDML9/VXS12q2vw0zZk/kROVXIBCgTWIEAVUyYCgeqdBEMIn68kLXg8rpCMqaVusA0iH1CiIAhFpkb5JwJo/g49bvHHNy5DMqL8MjGMLHrD3VtCgVxDFPdYBMxTozTwH6/Z797wv7snJIj3jvaVcOTwyPSQ54VG/0u1/dFEU+p8ORRXzvvkXEU34ZxlG5NFYu1ms43NK1Ic7u2wbrKJfaWbUkMYWA/HRimnlIiIYdnOhK4YMLMi3r+anVV6VUFlTF6SfJWCw4ufs/OGTGXkpm0FJvqJliUQvzQq3E8UQplteeMsXYKtT8WSpNeMDWq5S2V414zjsTYC1m3MiitNKd6pDb19FGU5PNlpZkOI9Z4piFgtWPf72R6nmU4OvYDOVxKNMrizSHUSHFcg9mZDp67cYf18QlPznfEXqF2kdeu3Lwwyq9sG60Upp4QYoykKnoolfu+fCXVDTMJTKbt0ilePqLO11zId7sdwHKimYt9zpkWh/aZSRVy1LTHEVuu84f/xZ/kG7/xJegn7ly7wY/84CfZD4F/+Hd+iXGItNeO+fZ773ElKob9nrP778A08Ju/+qv41mGalnE/Eo2iRCnOTgs0ClQnPBmMawwOTac0xiTSfuK425LHSI4jx1eOsK7Qtg0lRYwVkZZvNyi7Rjtb7WQNztvlXua5284sJ5NZTDJvfCkllHfPdOqz5cH8/1ErnLVEVSBlJiaKNiRkXtJTltzSpoDPQjMlySZvM0KZU0i3q7U0MUpBjBhdB6s6Q5TTstLidKlx4oqoL+iCuUSsThRGYKIwofMokAUJXSLVIKguBFWfraojKIkco8A0Skmephrk56O8b5SVIWVRwuypuYuqaJlLzkw1tHjna2EDWWUJSmyjc7wUHZgCpeYaDIeeKQZiTowhyBNrxdUxxMgwBUlpCj0pBaZpoO97yjBgitAXTbV7UF6iBcc4fej6+X1SxDNnjw9LkRsHwW7HIZBSxphMigVDxDpdhwSuDjoVXdeiraFNLW7QHEbJ4eunnpgmGves13WlXpOr9amqVELh3CJAQk7MFNMZHpHwV1UHmuLbkXNZusBnMOpLEEAphRBDLXJI6G31MDbzz+Q6vMqJnEud3KdadCWdHUAVkXAY56qvRRURmQo7KIszntZkHg9n7M7OcaYVzrXWhHGSGKsi0VApyr1NITKM9RRRH3Y7S71jxIXIwy99idfffp/rd1/m+NaL/PAfeJHNZkOYAqYzYtdbscZ5/jAXE6FcXagvZ3bKbLC0cHP57oHd/PfMXy/Try5jkTlnbLZYZcnWk4jQNBSrufHcLb78pc/z5PFD7j13h1dffokhFr7yxm/z//zCL3LnIy/zaHfOl95+lxduXuf6puFsd8rzN2+yH3pOn+5prMc5WXNTTgxJlI5WgTN1U1UKkxU2Q6MUnQfTGu7ce4Gv9O+yPtpw/+Epd26fYJxltVrRti3Nak3bbVB+y5QOSyc9DANoh/dCx5PkqbkhSaQsm+FczJWSzfeyZeplz5pSxALCG8WQEkyTdL3GUFRCkcQPvEgYi5tGdD+wqr7YikQ+7AXKqJ7nVMfJOoSSLrgUUAmigjiAT7X71ZjiMaoGdCswYrOJKgPQAwFCQOVUB/ZZsgpzrG16qrRiJfe8SD6mFPqMSomcD6hcxLI4FhYMXhtw1ONLtSMuch4QXKh2LFlsZkNIhDHWU3O15Q1yklUhQQ1zJxemYaSfRtAKXzyBQoijFO4w0vfnEryRIiH2dMoIKyZP0ugkhSoGSiDH4UPXz++LIl5y4XCYiCEthXwaI+MoLmOq4m0a8N7WAacUBmPUEhtlnaalRVlNEd9X9oMUiWfNl/IzBRcgDxrfiN+w2M4KOyTGuHgdX8jmc/275vcvBajMlOxcMWmE222MhZrHl1KCWhx17VoFcpgVjJW7bKjQSi3kKl50Lki60NxhiVObbAbetTjtyMnQ+jX38wMOh4k0JbIVSCbkTKpDxBgTRGRhgnTiteNJiHG/8U5MenTLqx99jXsf/SR+c53N5oiUEuMYaNcrShEO/HzNA0fplGdubO3EeZZ5omf2AJcL/6X0cy4K+dx5zqeocRyXTdMli6sWu9FlkpoIzmI7xysff5Uv/a1f5utf/xq//0f/AF/56jf5+Muv8vc+/0WudFf4+te+xf1vvMFGKz7xwg+xf3CfdSs+LU/3A51eQVNw0TCUhBoHch/xBhprIGVGxKueUNA20yhN61us0qhYePvxB3z6Ux9B64m7z9/Deoe2QlMdU6aM4m9S/8UoJQkzUrxn6t4F22SBmeqllFq8xb9zsDlvrGMMrCgcwkgaDpQpkq2prK/IaCw6jNhpIqbCWOm/63XBp4QqCVWhhXHssXpWGWop7vIGyQSyKyhvMasBaesLsAKqmX0pUAIwQe7J9OQyYMdKCihCKV6of/W5yiuB+Shi8SymJkmORiEzxnNM1pio0JWynFBgHbooFBrmbFMUJStMQYpoSoQhMAwDw6FnGA5oRD+QUqJEwcRNmpWkmpxiNYyLxOrNFOo8IuWJaRqIaSSEQU6gBBrdUIgo26BNJqpMLBGtCt79M/JO+Wd1lQzjXgJZk9IMUyDGQIwjOQUaLMYb+gymaFx2uAhugs57sk61SzAY3dGajgGFzRYGzahhTrg3xmC9px8GeQCULPym2qHGlPCdxVqPsdXISgnbJGddGTSBlARb01r8i/VUO8eUIUqCTM4ZQsYVQ/RKgo+VDCEF41Mi3AByFLOoaZIduGkcKmcosgHFrEArQhY+tbcGGzJr72loOcajisKWRjBmoNtuMbcTjx494f79+5TUUUrCaEVUo6jgtCYoeW2rq2kR4qHutKJxZmFD7NqOr7z+Ot/8oOf5V3+Iu6/+CI/3Ozbbjik+wZgNkEFFUn3QQ0iLwAkuMjONGKNLFumMec8YeF0XEpRRN4W6Q9qSiONI04jdq0CZ1VwrQfAeq2u4RjDEUaFNh9uecOcjH+H159/gnYeP+dI3vsoP3H6eN994i0/duc0Xf+FzvHj3Nly9StpHbl19jrPNEybbc//0AXevrOjzBOc9Q9oz2cCZHas6VuP1FmjoplM67zA50Jo1nevQRfP5f/QlbAs//pHneP/db/KZn/gMN6+16MaRzDGuvSo+PfYAsWEcAtY71usN2jgJh65rpeiC0mqhuM501ouTX90M66bZWJm/xGHEWs2NnJmGwNPRsB8STRphyuK0oxzRjHUAP/KkP3ASJx6PB7bbLev1mpX1xBg5Pz9/hvmSKzXSWNlUHJm1tTLkPenhBuAPoB25lRSipZuOCWJAJ2GVJVkKsiEWRR4nSBkttp2YoaLnWVK7SEIEIAVKCHTnCdIk68YgfkHyUcHoyNvrcnpRWvBCYU5QUhS8+vQBu92Ow+GwqHsvxwYKs03YaWmSop5SZuwr3dVbfBpQJXM+9Rymc7KuCuwsQRbT4RxNxjlbGzEISiIPyf8kVvd3X98nRVykvf2UiChiFg+InITzLQZOYlMaYySmiZydeIxoCQ4oVfKaYuEwDoBiGEcOh4GBaqtaFZNSyB1TmpkjhWQh5RZfLMpkMgmTBT/TyiHaZ8HAgWWANystbZxpX8+qsaAO9zI1Jed7m73PuO5lfJcqNZ+71gXHD4VkIq11lMpPR8mQUKbgF/StayciXz47O+MwIikpKAgyONQOcpMvrAZiRBXwWmFUkVxBI9FXH/34R/nxn/ijmO1dVHeTYBW5Uv5cPSHN90a+XkBLpZRLkma5lpir+vPpOxbuXJiehcJEPff06VPOz88X6taFC+Ek3OT6WtY6lPOcPZ14/OSM1177CF/a/TpvvfnbPH/1JjdvXeP0a6cYDe+/9y7NeksfJx6d77h69y6PHj9kQ8bliBsPjPYMrTxOT+yfBnQIjKFw1HWEIbPZepzWkBNtp7FOcbZ/wr17G27duc1wek63arh67QRjFd1qhe9avGvAWJSBaRTnO+ucNJh5Zn/IZ2wvDXznU+blgTA1vUY0D2Y52blq4hSmnrEXqPFw2BHKiFWgnRdRWoUqYsmoWHj48CG+aXj69KkU98wyt2iapjJdJFfzcDhg5iE7iYNWtNbgh8BxUfiTK9Ct0MVUrLrCaCHUbruGgXjZeIhJsPhhEp58pUPStFKccy3kGggTYRDmh97Lsx1SXCC42dbYew+lpfOuEgyEgDCNPbvdOU8fPebsg1MOhwOHw4HdbrcEnMwbZ84Zo2DMmXEcFwaQtZacErvhHIzELkpwO4QUiTmQUqDkyNp6CopsCrF6RRUtA2ql//9WxClM08BhDGLpmrN0gyrjjCKTsSqhsiZOI1Nv2BuNNRqtweWaxxkLh3GUTMCiCKmqn3IhxNlNL6FtpvQTceaVa0UcMzErQixEFDaIsZJzpiqwIskU4pQxxuGskkGn1lhtlwCDy9xluIAGDA6lMqV2SiVXIX6VohunF6ez2e9Ea1thFaFHxZwoKZJiYhh7Sgg0xtC1DaU0l+hjqjJnxM/iqFtz6+pVHjzaSReRC77ieK4GKxslLmzTNKKVorFGHj7rhKZZoHWFd77265zc3dNcHWFzi+7kGiVByheksaWI55mDUDc9Zg5+3aSqWnUJxS7PLtzLMNiFKEq+Oue4ffs24zguXP9xHGk6R6FSUY2TgltWuOs3Od6sGa+8yeMH7/Kt3/wmX/7Nz/Oxj3ycj73yEnfv3uVzv/C3+Obp6zR4bNcxFthcuc4hFHQIuHbL00Yx7gtHV6/wlJE7xye88/YDQHN8vGWlijjVJRmeTSGxXm359A9/kq99/etA4vbtm9y8fUMCNDadUPf0RaeXiqNtWqH/oUmlLF2rUoZpDBdUVaUvnDTn9Xdp09Nak1NAFdEDTNOE1Zlh3PHk7LEUmDjROk3nWry36PXmmSZk5jafnZ1hrWVdzeq01uz3e5xzNE2ziNyMkU3Ua8XKW0ZvKYeeJ9PE+rDHrFascMtcRFMqdbgadmlRbVtrRRWfMmUMpCCe/c45Dq2woahzpFSHh4fdnr7fEyZ537PJWV1QaK3FHfN0x3q9ZrMWeb+msNufcfb4CY8ePWI666Uj3+85Pz9f/GOstcuJpPEXVhsgTcnMmAIY6Jly4pAG+tSL35Mu1UICok44bcAq6REtkvOKJJt92Ov7o4gXmJI8hGNMC7+7tVpCWZXAB0qLj8I0jARr6GsHoop0nzFJAtAUEueHPYfDQMiFcar+0RXLtkrM2eMlRaB3BjUVUkkkJQNUMxmcq2GtFhHsWMQw3oiL2VJkimYcw+K7PKerPMNzRlO0qEBlA5EeW5cE2EqrUxVzNxir6q4vvtnPdKSI695BG442W0nHQZOLQWQqWWKuUHhn2KzXhLGw3+9RRmTnZOlQfBUsrFVBlS1Gy1CzbTytFTillMKoRjo1Mp6+y/37Dzi4E1777B/Cotn6rs4RLtSZJc/ui7UTL7qeEqiOhhf3BwTaeXZdXODhS0rQNNK2LbvdjlIKx8fHzIyjGCOMA5mM9w3GaLxbEXMmjAPKFYrNXL15wuk7LeenD3nnnTd46cXX8M2aT33y4/zBq7f5wq9/kXQY2aw29IycbK9BgnEYGLoBe7Li8dlDHp31XL92g67dQircvnGHVbkiEvIYGPsdfb/HmYbH9yeurZ/n9NHr3L17F9eIVzbWobyVRiIUyBFrV8LBVqKc1BjxGDGOogzeXKh3SylLcZnXXcRIt1dnLCkJJQ5XvXKmCeMsQ0wU66A4dOskNMM5aBoBJ2dWS8p0XSDXZ1Pni5nFMAyMY1jUtjlniSUsBZUiZxrhnatMfvCA9ekxtmtoTSe2ydU90TqNcZW+6zS+VGuM6l2TcybHtAQvHIpfgjyUKqTK3R7HUTadIqfHGCPjEMQlUNllw7NNi6vKa4V002O/ZxpGDocd45nwuWda5mq1quiNZhozWgXSlBYBoDVG9AV9T6zw1sDImCN9mRh1YowBbRVGy4l5AHAa47UE0FgFNpOjGO992Ov7ooinIqZVyqjliKWVpmRJk2mdpXGVB1wKceg5CxP73bkshCwJIdZ4GRmExNn5jiHI8amfwoJjaa2XAFOllKgyi8h5vbEU4xiDmGk5pyUstoxkJ0KVoCM5R9brNVjhBYNAB7M/+OWh6QzfiLGUMGMNsiGleQCSM2GclmOx/FyqRU5+zljByUxRYhCVZHC7250xHG3hZCUqywo/hVDAFKzWxJRprWHtW3RIy8anrMJX1Z4xBs+Er923q6GyXitUPbF4ArvHD9ilJ0z+mBc/9RLj+WOyWcGxJeexfqJz8ZXivERbzYRJJfi+4lkhz6xAvNwBXr5m2CSEsATXzpBM0zTC1yVRcgS8hBEYg/UNyXXshgHVdGyuXeOTn/k0X/ilf8D7D9/i5s0bQMuP/9hnOTzsebtZ8Yuf+xx/5t/4Kc7zHjMppvOe4/aEcVP44PQBj0977t39KEfrLcfNTd799nu8dO8lxkfCEcZmvBm5cqToWstKrXCd5nF6B2c3HCbx1m6yrAetDMaIStY1XmYFWuY8KYtSVVtf6azPbnYplQVGM0ZXVz2ht5bKMolpQuHQRmFcR7M65vrtH2D3yOHURGPBtZ7WO1QjBVbV4XnrPDEExl7se5mLudaVsXWxUccYJTsTiNNsb6EkI1cnhvhITrjrLdpZco5Mscd6i26r2M4qVrRV1FZP0NXJNIQgopudUE0vOl8xwpo3nt0YakyhYhyDZHkmJCFsmiRurm4MqIwuuboKDuQQIV7Esxmjlsg0sdvtqhndBdw3P+fzqTCEQCiBqLJE5pUiyfY1QNopxWjBNZ5kDdZZsIVIJCD89Q97fV8Uca0U1nt8FP/sHBPWajwybGtVoassDPmQOqYU2fU9Z0/O6KMsHmMqhqgUMWRytYdFp5omoutQqDDrBazWZAohJw5DT4vgwFO1S527xH4ITKbm53nLsJ8wJlxQ6bRausHZEW+hF4aArnQmKvMlpeoXXmrB14Vcee3zsCzV75dL6q15wXjvQSem0PPo0SM2nZNw1rYjTuLcljOyqYSERZhVUVc6FuCMxRsrXYQWFoVzltZ7rBaDLqNEDEUuqGwJsUc3jvWqZffwfdLouH50By6Qk2fe6/xVVa7w8r2qYJt/XzgHs4f4xfDzstCnlGdfopSyeIzMPxNizxTl+O+bFm0tJWZct+aKa9iZA8c3M8F1vPapT/CVf/xrfPO3v8HN28/jDx49Jl7+gbu8dXrKmEfa7ZpSDPSZo3bDu+NTVK/56PMf5+joRArBOqH2jjJpTjZ3GZtpYUsZpVlby6rxeG148ZUr3N/dp2uvc/36dc60QtlGIL9pYuUtIRUpECGDBuuloOVqZ6DyRXNwAaPMwhhDqXOD2c4hGyNaAyI5K7JqaTc3uHbX0m1PiP1TTBlAJYo3WKewNYvSK4NGoI3iPU4bgpoWjHi1Wi2b9DxTMXVjnTRQOe7KtZQSKEaak7PDIGtbQ9IRFSNmEtdFUxSlceQcarqXqCBTiAyDCGXUIROmSlVVmpCSnPrMzJ13pFzQpc7YoqJEyXud+gGVZ3ZTRJVCnEahahYhH7StX3zQrZUEIRH6GazVwgYrlT1TkFOts7ReBEI5JnE1jImiM9prjDIknavAqTAqDTExpkyTMy6rWuSloH/Y6/uiiCttWG06klIYGwnjRGsNViWxskwRV2BjHd6LYm+s/GilFP1+JMSJfjhIqo0y8iGWwjRGkj4sx56CJsdqX6mF02yUOCSmEglJOocloZsitLwpi09hjmIoZbJwuZXgeAGWIi6YrezgIDx4nSpN0hqUveDsylVIeT4tlPrvgpgmCvNmkEQZp2XjiVWhZq1mGA+89da32Ww2AHhlaFxLSIPQX6NwYE2GRltshUe8cwJXzWb7RjD7rDXFGBlwIeG9WWWgwTXy2kN/zllfOF7f5MrxEbqq8L7rs70Ml5gLZ8fLIpX5mnM6L9PiZhjlwjr2WU+Q75o9GA21o1J1qLdqWoxTpDxgVtdR7UCfTjFdy6uf/AT3v/0O9x+8i/EO1WdO7p5wqkd6J0lO+qil7A7gDSfpiNW1lUS9VRxYd5pyy7B/PHLvpRPGEGQdOYsuWZoRpbFFE8YVz915Fa0bhkGzvnWNAU8IYnlqrCOW2oVV6l5KYtGrJC+P5tKwdzldXprHgKpDZbFP0AYMWoooGd3cZNU2tOurdEdXCf0T0nBGDjuMAqv3aGtRqUCFAckK7zXKFoknLAWjq2fK/CwpRbKJditFPEwdIRS08ZVKniEHco50RjPFkTFPJB1IRrJllZZ6MNYTY8wI2QFFJSIyloJtFEmbaj8N6IaMrmwz8/9R9yax1m3bfddvjDnnWmvvc8733fpdF69wXCS2AzFGQoj0aIMQPdIIDaKEBggh0SItpCg9CKKFFAQNJBKElEggFAkl9AIJVWSBwYI4dhzHvu+9W3zlOXutNeccg8aYa59zr52XixSkm3316SvuKfZZxVhj/Me/oNQd74Pl0aFWQ7tc8fe4vpw8wlam83mI3EKEV1L+PUUcoJSg86YkpBaUXxk2z96C165OKESPTj+FgC4Hjzb+c6dJHJd2CPqGDwy5kMv8tevnN6OIS2BhpYS3AeaUfGQ9PjI8jkIMXHHAUgo5x8UbaionUujjCdy7YdiV9fH0e4rIlYPLCIW9cpPlcWFxLIqOGyUc+0L++1Qa/lQFeryfR8e9ONE2VGZH8T9i2JyD73u8hzCfeirauHa0T/6cUqKPbv9yufDmzRtu51Pgz+aoayxR++MxPDDuSBuPsVFVSZM/ujOO42Ae0nyzCM89lldrb6xkno+fPUJnf+95/erx/mqB/urHPKWsPWaK+rWYHx9zHPOnQqvjFQ8IueKZj/uImGDu7u5I773HvN3z1oVXP/yCT3/4ipcvX/KuPsPMuLu745d+6Zf4/idf8PnvfsH5fKbI8M+ZF9bWw7HPnSlNvPvuu3z2gx9GxyqCVwulL8FMimMZ5/bNmzd89L1n3N7e8rZWPC8hahvF+Bg34ucd1wBhZ3z8+1N++FM1cu99LM+H5uAQyIuEiEy4nmOSI7Yw6Q09ddoW7JDk68DCx7X8ldH+eGgcvw7GxnHvtMdnUNgQpIm2DyqgDQPAKVLuw+fny1Fkx7F6eo0/VafmnIMhM6C57h4ZpC5Pd7pjL3OIeR4feAfsEdOhkobeBDu8UuR6Xxyf81Xh2dPm46vX+PGeIwMg0TUUrqoSHktjsRkfO5CI8b1CjzTsbr/m6xtRxFWjiE9ThB0oYSBktWO1MqWgKZ1y5nY6oTmx4/gqbNvGspy4v39g7y2EQDJOah9OZ0TySJ4eE9c1p/A/HgWspzJGoCiyrbWrYU5SZRpy9bpW+l6Zl8I0ZUoZny/2pcUKHBS3WNAkzwGLtDbGSMcImMcwUh5+LaObdE9XjPjo6ONYxdN8miZsr2gOaGgeCTivXr1Ab0OBOWlhSTPeB2uAgmioC92dZSrMpVzdGLcUhSeYlBqye+8hijOnduf+cmH3jnkiz8KUlbbtkPrvezF9+eKXQ2RK5Js+BlCERP9RfXnFOYcnyPGw7Pt2/Rh4fMgdRR6JjM95zry9XwHlzf1b5pTIolQmppt3OH3UWaySWuX9jz/ksu28fnjF3bsn5KTcPH/O+z/1E3z4Mz/NX/zP/iLfev4+dTXOzEFJ1lgIbq0ypYkPnn/Ayx+8IOVOWTKpz7jH9ZS7k5qRHC5vHX33TNL4VUriUo1uwnmZae1C1475AQUIOXMtOKoZGx4gx89/FNHDq0dH6IVbhCNPGUIRcxSy8ODO6uSp4PsC5zNtO9O3B2zbSCJUC1l+HzCOWXiQHH8+CtxTK2ARiXhEkZisJDOVMz2HYyYWeHTtjfMysdTCvSmXfokCFmsj1GU4ahq0CCAWj8hAVcXUkJwQSyhE6LfLaIqEqRveA6QTCQhEGqH7GIHdWTJaICcNloiEAC+lKLZPrauvNF+PpTxmlEFlPa7HQ3h28PbnMqFT4SIVdA+oKjlaglXXeth3TDkxnyfwcA+VrOTpH7MiLgT3tSyJqg3pSrvsaDNSdUpaWGTibpp4Z1GmqfDQdpSEt4nWX2GL0tbE20HdU8lMczwcuqZ4UKQylG8MWlQhD3dAKyesGK2FEZS1jq9Orj0YMbWNzo+4eHYlnTIyH66CTuoFbU5SZWuV5hbFGMHZohgRF0SoNR3FSCI8zKAE7taqA2E5WlLg56mE00oC9OhmU6FP8dTWFko52+HyYKQ5lgcvJgAAIABJREFUKJAt+/i8jKQS3Z73WF7OmTSFci3PBfQwXdK4oLrR9wjaba3xst7TN0c8U+hIvlDvv8/Ll9/ndn6Xqcex6MYVzkKOQh67jb3tY5pyWm9BORzdPv5o2uTeg1557fiGavZJp3N0o08noAgbdvDOzRQduZhiJGQ6UXRCyWz+mt0zzGfu3n2Xu9cXPvndT3l4eOD2fMvbdedv//bf5fbjH+c7f/hnsd96wXxZaTLjObOo0hCmNHFeCvt2z3c+fi8SfZjAhkVpb9ArS3G8Nd5dnlMvG+23Nm6/e2LfHpC5BbW0Knf+jFclxFZiFRGLfFda5GOq4iP+LI6TPy6Or6yQTvJGtw2zNawBhl/9nE+U+YykAeuRsDxhdss+P4uEoUvist8j+oa+vuayvWI+EmmasdeIUAz8OBSLte2svlNKokswOdwdzZmdPR4WIrhP9FbYtCHekKlz9hMFpaedS9+oGEnHglAMH7WybsbWGr4kkp5RINWOt85qO0Kneigft6Vhu5FzIe89Yhd9aGhKYkaDkRYiTkpyjhxbTYAfEGMc5z4ovt3D76ekQkrGkmYyYbRVt0rrRsXY1QfDyMNCTgQwlsF0iwfRzKlkljKRBZLmSCYb2apf9/WNKOIAU1mwnKkOLp2uwa6QJEhJaI5fOWdSVk55oafE/cM6LDUrpcwUN0Qz0zyTNVGyUjX8vx+XYD2wrRRFXCTwtSbhW3L4E3PcIKOTCm4zqHW6N/a+c7bzoIo9Yr9uRkJiewcjtWgdHifx0MhKmN7LyAHsg9Mhkdm390oWcE2kZKh92YsFok9NI9ZqHhdKEqWgtFoxFMmF0xTHIpebKzNlLmmMkMF8KaVQpnBdi2kk0a1RrdO6cf9w4fV6T7sY6hnTxKVWHj79HH3vFfO7O7Wkq/gjjnN0cFFw5Evinq96zMRxO7r22JK2VrHBHno01H/8+5UNMQzNAKQf5vuCUAgLYJARCdekUXDmm1vKR9+i7w+ctp2f/vnnfPyT3+W3fuXXkG78vd/8Df7yX/iL/LE/8Se5SRNva2XJhX5OmAtNE/PwdEc653mhnc7c3194npbHkdocekNEI4GsO2ku3L9+ww9+9xPmP/AOvTtN4ubfhs2CX49b6AXi+8iVfXT9+k+P33VPsOPU2KNwCN06Occ9MC9h6BZsz0SWGbN0tadNuiF5oa2DnVVhp0IP+m2ngrURwJBCgRy4D7Uqnh5tKspgzEgZAjQHzTBpYZ7O9JpYt2F87EbJseCv9UId3jDmwu6N3TbayFKNzKJhgpViupTutB4+KwGxEP48KpjGnqC7MZWJ8xD6xAKaQfuzweEWSpmGjiM67L2DVwv3wvbA2oVeTqy6skimSGa4AQEd0SFksoomZykTesqkOZFHEXcrTKUwa464T4+lL+M+/rqvr5Ox+W3gPwe+RdSZP+/u/5GI/HvAnwQ+HR/6p939r4zP+XeBPzGO9L/l7v/dj/weo6MRLdRmeDL2GkraJE5LRlOCB97GKKnhdZARXCKyKk/GOQsph/ggiYZ6bOBoKT36p4TxjeNVBh+3h/tZH7xzYlMsw6Sn94A+siiphJOhpljyed2Z0vS4PHVH3ckebma9d7bueK30HnJjKbH1Vx+o5fi+MjIxx7kM6iXQHyqkhOYcLoHHDTzGy2PZdfC+8ygyd8uZ29tbzvPCdPsOKSveIopuXVesBdMA75GUIjIkxJVqTm3G1o03Dxferhvr24oy0wXaMnF58YLz21d82HZUb4CDGhhLXL9i2H5l7RwPuwPKunaRgzbpY8Hk/eiqHeHL+PnxUtXrngRgrZ2ththLxDmliWWZ6c1Z60qao/WSeca2hZv3P6R7oq+V7794g5C4vHnLj7/7AZIKH5SFy96pDbTZ+DmGP87xEFbBe0wJdduvDzGVzDxn9t7AerCrmpEmZa2dN5+/YPnOO9S2sU1BJdxrRU+nK/Z7wBUpJRjGYk8x8a8W8yg62zhsozPXgCZUlWU+M0+PauBjSnItpJxIFPyc8fwGyTd4PrOnV7T9gd3uab0i+Yvr5CMiLGmJey3lgF4Os7aUIBuSFdOwQQ5hWWG+mVhKpvVM3pT7NXQWRhyD6jvVK9UD0nzYV3brw+M+9kBZ00gZ9chd1VB6u7aIihYDhlJNDMlCkoRmwdqO6dg/JSCHFa3kWK56eQx56dqREtXSm9O3aG7ut5Uiym05czMvQQNWQZMzefhuTTkjORThct1BDYbaYP4E91HGjN7jJ5J/tGKfBvw77v63ROQO+N9E5K+O//cfuvu///SDReQXgH8F+EXgx4G/JiI/50db8Pu9RMZ4FuPJ3ndCqRbUs4qwIVzMmNZGvp3wJuCJogu5CGVKnE+FifAcnqYpRCsKZbp7zKtEED2WkDW8DHC61GC2WBRgGN10ElRg01BZ1t7om6HlRM7RvRgHdp2YiZHtKU5oyTDfadtOrZWplOCdRq8cN+LB7fV4f0mErEpyJXliEiOhZDQK9zCy1fHfkof8PpiRaBLm00zJM6fpxLKc8KScb24j6AGLIttPiEZB796Y8oL2zqU3NE9IcahGJVFNuFSLxBUV0qK0vWF1R7xeKWaOMs9zdELyGFiQebSPPbBceLKo8z7G8H5d6vk4P8Ep9+uS+ekC6aBxHvatKUVYR8kzIjoKTnzvRuOhbkyilNvnLDlBOXH/4hWv669TTrdYcz777b/PP/dzf4j/5a/+9zxf3uGuFFSNhJNzoXliHZTYeVlYty2COVxj1PYojr3tLNOJWZ3t8oYJJXWPNJ0asvK753fkKdFbBPc+PDxcVZA5j9hAEXI6dA6DnnrsAXiktB7XIdaHUVwftiJOThPn8w3LfDwIgpIYSFVoLRKdpjeQzpTlOWV5xnzzlv3yGptf4usF2+7xfRuKWue+vY33q6EwPQaqJIGnZ59YyjCpmwqlZKYlMeVMaUIugmfjYg/sfaNajT/XwM7NYK0brkonfi7NZTBZZGDfAXUmFbwr9RKFHOkxWauxTJnsYTuRk5GLxzktGcSxgVeTEs3roD/68AqP7Nqegudtzbn0yn01VqvsrXLOEzoWo+Aw+N+SYZN2NeWDQfOVaFID1Y97pzKotF+fYfi1MjY/AT4Zf34jIr8G/MSP+JR/Cfgv3X0DflNEfh34Z4C/8SO+R5hKjSKUJJFyIZV4om+2s+7GGxqTFPTSA4czoUlBktB7BQmLS0n6KFhJAqTAw9PjKL+3FW9+FeeQ42u6R9o9zUgKpiF5F41To4mrV3Dv/cpL3fvjht3MKMdGXcLX5VxONImtuGJxsgdTxKyRe74muiuOGuCxDEsOOQlzKXFsBi3QLJY33jpbXa+TwJWFMri8qZQoNvMJJNzq5rwMKGKjDDhm2+9pfWevlWk+sdbG2oy360oDTDNdJ7plXJStGu8skVG5P7wl35zGzmG4NOZ0FVWlpLGsHoXnWMQdi6Pe+xXrZ9C/3PtVfqzKsA5+jGVT1esi+YCYUl6Yl4wOTnqoRgVKLFalV8yE1UPwvZzukGpMHe4++JAXv/2KJQvvPH/O/vIlv/O3f51/4hd+GbcbTqcTW9up7rQWk9s0TdR9J4vSHE7Lwrqu3Jyfx0PFNSw+LDzd1cFa43QTH+drxxaglKs98c1xbv1IQ3qMo4vFJbgf1Lccit4WYrTeO7mE1sCsxWTYOkridDpHpmYBkTzMx0KF6C5Y94BuJDGnQu9LTLj9GaQz5Dve3r/E00ss30O/Z6/3NDZ633E53Dvj/KayRGdaOmmKhX0pws3NDN5ROqZDUDSdWMrCy4cvyAq9dva2sa4rtVsELavSbaihHTw7KgnxeEB7bwE7PmG01BZ7rmkKtsgswinPnDU8d3xk5xpBNti8U0SjeQG6GZuFurtlx9So4mxq1C5YAjAkbXQVTlrIyZFmNO/QWwRuFBDNwfa6Mn76UJIzWDYWjUEXPP//JPYRke8B/xTwPwF/FPg3ReRfBf5Xolt/QRT4v/nk0/4+v0/RF5E/BfwpgNvTTN1a0P0k5PM5T/TZw8ymJd7gZIS3GapXJBeqO/d74+HSMFPcQEoZ3ZziwypS8+HZPQy1eohXemvUId31tTFNE03iwE5ZsbaHP/ERvSYETWwEnTYDa8MIaKhFsxwjo5I0MR1FVaFpolFRwlNb/aAYlVh+jHg2bMA9xsiRHVxTcfKkzHliytOV2tetwxBCTdPCPM8RYFwKnjOWQvDRxwOle5jxuAYtq1qInXqPYa4PbWXrxlobl71z2TtdC2QJaX8upDmFBP71q+Ei92UqYVysR4eotPYY8PvI605RzNwpRJZoFPLD7ncUaCF+Tn90PTysDZ5S0GwkwcOxWNMnEXmO1UqtLTj3ubD2js63vHO65ed+wfi/v1iZ9p26PXCeEqcp8/bNC27vznGM+0p3QQnfi7aGDUBtNVwhUazFeam1UyQUyQoULUxTodmKjzzVusUCbn3bScWZdUHg+jAORs+RtRnnuH2FmnkU7wPeiIYmMmPNDBVhKhO3t884LeH5EQEcCbfBGjqcXu2we03BW+45ijkFTSdMFjb7DJNCrY7YjstlTM+GMnYtkkD0YKrT+gWROTzRk0Hdg1liKRo3U0rOSLOQv/edfdtY130EqQjt2AcNfYZ4WDVkFcSdIpFapGOKa9bDfiILsxZmz5wkc06ZkkdDN673bo6nFPe0O2VQzCvO1js7neaB22/Ezs406IPhSw6i8dMWCfJB7x0XRVKGHGZoXWKvI70HS80s6hFBCNgxHraIefu6r69dxEXkFvhLwL/t7q9F5D8G/gyBk/8Z4D8A/rWv+/Xc/c8Dfx7gw+d3XveOjtGl+SC/jx/MWuLSnNkdaKg2SJ0N5+2+s93XMK8yKGNJFx1PpG3Y1r6EvfYhOOh7pe/RyQlOdQ/cavBgD7c4ao8tdRu+EL3TukKW4YOv12JS0vCT9hAJHSn0xWLJlTg47cEAgeCFHuRgt4HNH0rJqPJknGIwuVx/5VwoBp4cPd9GEV/m6yiehmCnx9oopMUG3Sq7xQNyXy8oMpRxb+g9FsPWlcu28fr+gfttZ+tG1xTduGQ0FVIqrHvjvdMZHVa+T4u48OUlpg1s96sinkefGR+rqlhM+hE44I53iaxP71fYAHicSPwQEeUnX/+R9nksVc/D48I1I+Js6wOnVOjWmeYT3/nDv8Cv/vX/gY9+7GNe3b9CvPLZZz/kZ77zh2AVbgjrgu7RQT2sG0k09iud0BuMgGrMSdMEe9A0tcRDdFlO3Pe37FujpMScJh6sB1XTnWWZrsfy6TL7yk2WuA67EfasaSJleRQ+WUjJ4zh0pjLFtVIK07SQUn3Ew4/zlYMFZSb4voFnTISdmKYSMyXDMgt6+hbCDNJp7S0pC30LYzYt83WRE+URzDQYVikaAPOK1JXW8giIyHht+FaxvdLWFXPDq6A9xDougjcDOSbcQiKjFgrP3hqCUjzjNgwe/JgCA1aS8QBQrbjnawE3d7oqaGDtVxM+CZFRU6W6sR1opUhI5T2mzg5sHsJBF6c3jT2J7RgxheZSWAez5dC/aGZ4wXSOIOwduG872xMa6T/s9bWKuIS3518C/gt3/8ujCP/gyf//T4D/dvz1d4BvP/n0nxz/9g98mUdA8sEzdfNhrO6YKLY7zSrJhleGGD1lNoG3+07eCLqdQ+rEyEujbxcSTiqRyHPc/GaN2rZRuEbeo4QnR5onpjmTU+a8TFitNDZsGDl1l+iOx02W0mDODBFBuLFJqO8I2W1rLUa0ble+qw7Zb9Bij8JFUKGGN7LLofrMgYCPLj1MgTqaHxWX6ebm+v1RxUXJ0xwe5O4kO3xaOlYN8zbG81hCbnXn/u1bWuvkMtO6cH9Zebhswb9HuWwr6yZsu5NF6FVI68rbt6958fILPv6xb1+Lw1MflGvXPMRUT64bLpfL78+yoI8u8bF4mcXS5zjuX2W4iAgPl/3K6z3YK723q/KOfQcV1m1n2y9kNVDh+Vz48MNvcXMTToR/+3/8m3z+ye/SgE8++Q1+7mf/CB/efkjqFdmDgmo1Otd9XVmmgvVOPNbjpePcdBje3sraOue7W/r9K2qtzGXi9V5Jp8yUTmQv9GG5fIjZjiJ+uDpqetwzHNfhsiyPy07t0e2NY3n1NhnQUpbHhTJwLXh4kGHPRaKQtWikIDjVqOH5RDl9gOKIvMX7md5eR7SbCCqRrzqSVaOd9U7dR3OCkUQ5W2dfd9q2gieaNS5vLlzuH+jrzu419i3NkAj4jPevGurgFt7/VYgJ3JycUnxMgyJKl44OGEbwQekdLpODWTN6pHHP6WgcO70NeFUFTykeKma4SPiaqIwwisC/u0WxT+gQEEGZCtUatW+kFtqVq0wfpW/hRWM1cP6uSkVoYnj6R0gxlDjT/ynwa+7+5578+48NvBzgXwZ+dfz5vwH+goj8OWKx+bPA//yjvkck+zwgJSMpFlFYjEenCve6YeK8aRurpehwfUfMWczYfNC4MFp7eCwCowDMW/CFix5O84bURukN7aMQpEpOcNKNuynShLIotQi7ZMxCfLQ9GN094qU8I54RU2brWN257DU8rg+jKne6J3wfBvXjosY7cwoKZBKoOVSVVi3WnQ5qlVmEu5sT8+1zbkrhRKK4j1QQqEshnSb0FIZQ4REe1rYyTZQ5B00Q50HqgFTC7XGthuiCmXHpTk0fY8lZe+e+rWyiXKbEJjsX39j8hoey4dOEpZlyeofp5t3gSy91BOoOgU6C1vbHB2erBPKegodv0U0mLajosKg9I9pw39j3B8x6YJU4WCLlG8q4PrzbtUgJXK1957wiogPv79geFMOcJ9plozYZzCRjHl+rZ+ENxjJPlPYut9/7ecrbRvrgWywPK+/J3+E3f+1X+Ilf/qex/Iy5NG7nhm/3aH9Lnm7ZWsaysNSMN5imwbawziQLmFDItJNRt3tK3XleMjcl8Yk+sKog3nhGud7ANjrARI+OTzqtNya9IaX8hNIaXkE5TWxtQ7mEJYQmUp4xndh14uW68QzjnAbMcSzPVBGJXZR6ZHCqx7JfWMlmmOwRUkKn8S5uTm8be75Q9S2VlxRf2dcXpPlDuoegJWeHrZG1hKq3d3YzbHuOeDwML5eXXGzjhy8+47Mv7qlpYrUeknoLX3FpShbBm2DVWWelOzHZuDLJKOAeufVbFaTtLFaZ1JmAQkbTRNUJZQ/7gBpCoZSU2iuVjZUNusdEpdG0xT0UV2Ms3IdaeOxHEpninQll1mBmbX6iq2EKe4tbX50B51b2mtn3gGX74K+7QHP9kgL5H/b6OuX+jwJ/HPg/RORXxr/9aeCPicgvEXDK3wX+deKm+j9F5L8C/i+C2fJv/EhmCrEgvL9/Q1qmq3+GimCu1LZhrY5lRjzNlmmOxYY7bp1e9ytuCNFpP5UF96HYsjKNTiZgjozHNtvjhExZIgzBh69IThRRppyBzGUNQ3yX6PynaUGf+IFER5+HZedjt9Rao+/hqKgC+UhlyYkyF6acQ7HZHNs9itxeUSlMS6aczuRpYZomJsnMEmZanhO5ECOsxySwnE7kOePq5HlCs+A9OMO7GW3dMIO+O6YT7or1jqtQzmW4sFWkK3jFVSOsICf6DlIE0ULKC3le8JSRMpOmmy93d6NCHN1i4NqxCzgCOsI+NWiVOqiVrTX2ulJr4/rMFRmLSr1iv8fXf4q/H9TE4BlH8KyZUcp8xdZTyuMB/1TtKIPh0lEL8dR3fup7PH92izys/MHv/jR/7S/91/ziH/ll3vHAtpuMhWE1urTx8BLgDX0sCp06jL4ETzuIs3QFabx4+5p5nmlZ0HmKa6rGRsLSI85/HMun00bg3XqV4QcWG9ecjGg2IxhOooETJw3l6suXL/ngo/cfISeBJDLOQxzvpx43TwVVxzE2LyynO0zeZ21v0PwS8nN6SzGleSThtN6Zi5G1INLJkqjtgVdv7pnYY2JtO2/u7/ns5Wd88vJzHrzR6FQdbDJ5lPMHQyl6ob52kiSkRPcsmlCXIOgNlo2LcDynug5dhUIVZ5LApxtOE6f2zm6Ni29Ur/TecA0hE6p0CUopHHqOOGZGTOdhqRHvxVBUEiad3iyssCUmB4EIuejGtsZuygBPgpjhSa9st6/7+jrslL/OAdh++fVXfsTn/Fngz379t2F438Cio1JVrHVq90hqsYaOtGtJafgwhLFTP9J/eg+By5Nifr0QNSFewkXPY0GqClOOcOTg0ho3S+E8ZU5LjuWxKl2U6qFQmOaZu1JIZaZMYX3aPOiEe38YRTqPwjX8W1pj31pIh90pWdGcImS2JHSZgzOuConBDzXQKfjhWdgsI03Z0/AtlkxJCVL4TYvOqE7R0Y5ug6LoMkeKb6/BQK3O3i2gDilBIZTAPsucBhukkVslywXdV7CC2Rad1ZQpxfDhFvembajd8aycodx8yZL0GP0Pa86UUkieiUSkq2jJDt8Yp7Gy7yu17agKSZ+O/RoimMdr7Evf6yr+GerSKPZOziFn7m107NIHm2OnW+Ny2SgljyLovDu/Q54L73z0AbfPn+Fb5Xf/n9/gn/0X/kX+1t/7Hf75H38e5kZ7Q2tnNmXf6nD9S4jfIwbzfBOJSBIOlp2GIjzzzMv1wsv6wMfvP+PzdmFbgmOdG+QWmoI02DhmEXmm4tcwbCGENccDMpgZfVALjeaD/HBQd1UHNm28fPmaV6fC3d1dFKjrw5BrIU/6ZWOya/Ee99VmEeBQFmM+PYydg9PtBQ9NSH4fUFlrlNyZ8kTRoUbe+7CCfUHbwxb2/vLAy7f37BiWMw97JQ92SNi9xtSQEiNAfLxnzWAJkTQYNvFxTgoPc9Mo5OK4Ck1D+5FSTIpJlKqN1p21NXap7FjQCiWw8mO/1T3+DtH9A4MCrYMGkIMwQMCjZoZpZ/fKZsF3r0cjOop461OEWrsTeFFYYiPy/yWd7Rui2BQhl5DGiwbHedtGXJM7yUOcIimk5HGxOl2DymP7jnvIm733yK8UGZ2JhnOfJkL3IySJAj5NITE377z37h2nqZC1M5dhXIPTTKnmSCecFfPEcj7jLuQy0SyCgh9MaLUP6iGDSgStC7s5rcWNkAEWIZUZKUotBc9Kl7gImhotdXqt5KRAQqWgXdi9oEww7EXRFF4LzEzLTXRXmnBdSHNBThNMGbVINNdto+2GZ0Fswi3jNkNXyrRQtxXNHe2NrCdK3ig2s9sD7AmZcjjpaaR8n85nTu/ccvve+6Sb519aaj7i2PZY0D384d2MnKPgXH3XgWrtymApR+wchxHY4Jrrowc5PHlQH0VGLMJDXMceRCKEo1dymgKiGQWw9cbd3R2q4cFj3nhz/4aT3NAID++Hy8ZP/OLP8+r7n/PRz/wsb/7336RvK7TGqczh6mfhwGhaEJ1Zt86cMtFrSHS640F0NxU+33bakpnee8YrOg9uzGlhUobtq1ynA/c+clcfzdHM+lUIpCp0G0pYYk9gQ0EgEkWMkfKkKXNZV754/YbpfMM8pWCmBOQ8Cvnjcvo4vsCXFtIlzyBCF+V0E5Bcyjds5TPWfsPr178aDY0rKTklB5zSe2d/CGvZt9t9iM2IBK6HvYIUsB73lYRHjjjDOjkmc9VYxmZLKAn1FLYKYw/jPuqJCAfptxHUQRmsLyz2bVkifKH1zmXf2KVTtSIlOu/rhGdA0mvw1Jh/Aj+Px388KCymzVgEhzthFWcfv/dIfQ6oRpzmFgImi/E+TSWYNUl/3675H/T6RhTxpImb0/mKP6ko+XS+LgLb/nC9mA6xg2aNgITqiGa8KlmAFja0+OEolijpsFXLSMrDuCrF1r4op3nh9jRTknOaMyV5eKpIGvQ7x+vjkijnGR+sgczEMp3QfmbdN/a94XWltkpz2L1TyewWI6+RyBZd26QZ0YKlAqWwWsOS41ngRLjR5UTLSlN48IzJhJeZlcDXU1KqTXgNXG+eJnYJVRxdEBOaTJgKco5OulXHWwGfUCuRITri42gNWztSMtmNvEyktjOflviZTeiyYlJpsnJf3/Dy7StuXnzBh9/6yS8pMo/jdbyMgFd0/I6FPee2bbGw1aNghBgq6QG3xOQUYii7PiiO7/H0d3pDDMIzTOh1Bx/7EO+0HjfnNGdOKWAWCKZPa5CmcL9sFrjm7TvPeXh4wG+X6BblgupOyY1pUZQJeagIhovRe8a2ysOrB5yMobz7wYe8bcEpf7O/4vP6hg9+9tuU95/xdh4002aoZqoGp1s8FnVzKYNvHgrjJLEG9xZQ1+E9E9BdLHCj84zrFzmcEUNq3xE+e/mKm2fPSdMtj7yoOEPXAvX0fhuwU2vx9UsSXGIKnaZ36Za4ezZR0jP2dqb6Cy6XC599/hneK90qRaPV3/c1vE60Untjbxbc7wOO6sGiKvqE6NA7QhoWr/FOJwsRTSX8SVIPj+6jfrgb1Q3PSrOKE6HnvXXwSpPDUldptdNU6KqYJGpvbEfAiR6L+kf6rIxtqFvAu9V6yPAGZGcoRRKVSlejJaO2RpfhyeSx5DWN6MkwRAJJjmlEMH7VdfVHvb4hRVy5vb3D3IdiydHumMQC0KfHMOBQ4qVrpyy1YvuGtAb7NEJcNZaOo4i7teBv54ykhJeETAWmiTIV8rKER0saeHdOeAJNBTHHa6OcngTy5mkEEEk8hd0RmVEv9LZR6VRXqjgtRQdKibHeilJ1QphwMpoWKBlPik8lmCV5cMYZnhM506yFACCVEDm1hiYneeKUlW1v5AxT2sMTWoTEzJQFipJzwbWG4EnDT0JFkT6Se6ShGswGdSOpkcWZTeiWSDmjUmIs9B6MHe28vXR4Wfj2d793LeBPqXFH91ZrxZKMZSSjSCuXy4XtsgZeuSh179zdvct62bi5mcMbww8GxeDVPincT7v+gKsCzqp7H8G4wjQF1BRCGP2St4sP7+4Ddy+aB57cafuOaYsprxi9dOqbxWWVAAAgAElEQVRHM+nBqZ8/RJxci0BkwzFvnOcTr1+8Rs24eR4RbC9f/YDbpdD7G36r/pD9eeaDn/qYt/vOdHdDf9iQbqRFedt2zhLZklGwCeiMoGi2UVCPfZD5ow1vwCZK2BaOa9kjuRIZNg4e5myfvnjJ7d0t5VorLGge8ZWuD+Kn5/HoTIvHZOpeMBf0lNnzTE4LRkGnCBd+8Trxdn3JtneyGtbXUC63napG7dGJNiwaLKskO1xFO1nsCqm5OzLyaAM2G1DqFPL1CHchsGoxsnf2wZVvIhG76MFkF4V1UG7VHUsxbZt45AJYj85dhEEa+z0FnA5ubUwSDRnTvkvHpeBiYRuA0ehhHWJhDdAPTyB7nHJUg3AQZyJYPF/39Y0o4iLKnM+YQj46KjNsb3FQTB4zdFXJU0FyiFWlNepcoHekxU0ZRkqZwz1sGZLtI1+vY7RcyCVTSyaVQtfwK6it0lLQsFISNndWc+xIFcoTXTVI/h7eKebGpQkPm3Opzu6FmsrgoRokC5k1g0JbCPFNzjSZEJ3Q7HQHNIfwwALLRwqIwlTwlOjHgmT4RhSU3pUkneQwpZDwTwJzzkhzcorFLBwxeIa3jvlGty0oXACthh+INlKOAN2cGvMUyyIfUW3iFSUiv8yM3u6ZF72O+E9pbdeC486u4d6IxQ5j2zb6tqMD6X54uCfnedDrplg0jg48+ABtCCMeX18t5GaNdR12oCbc3Nxw5HqKCTkHeyYupXiP+x4smnk+YVsstRTHeo3uyRtZ4Hxytvcz5/ff4b695e3n99zmxLPzHdtqbDWOzd1NZjl15nnn/Q9vcdn59Ae/wXq5x7/7Md/6J/8An7V7ylzo686JuH5369QlXUU7V0qh6pdw6W2/PDYUmjgMsUSDeaOqA0IJCMAjKWH4bTuSM/cPD9yvK+/cLF9eo8nj8X1ayI9z6u7QInCjpUSxcj2+Ks6dO7s/YPrA+x8k0E+oLz7hfvuC3io5OXuvmJUR8tBpIiQNeqNQrw/t3sM+OUnE1PEkECTZFFPUbrScKQSzTSSCpat3mvfwRPfwAurI4Ik7FxoJI1sOxpQb/ZiczbH85WlPkFBRw3UaYOhaajfcG+YJTwVoIIVBcceSYBa0TReiGRPwkRwWaWPpOonSA6T5uq9vSBGXSPZO4bvQe8itLSvmka4SxjrC4C1FERehqzAtKdRm3YEQqsR6IZYexYYB/JMbQZcJsmI5Y3mKZaN3amtkH6ZDkti6c9k7qFE0091QC56ouUciUIfdhHU3uiWkhIe3e3CKxCyMhWQEQ7iRpeASWLh4otcVtTDIkRI4bhfFJNNlMGpSwuisvXPY0rbmEfk0RrBJnNyNHcNLIeUwJXIHnWvIqr3TbY9UkWp47yFSadv1xhUxNFeyx5JW1Vl7dDhOC8GEwpLDU/x0Ll9ipxyF56lBVbMQxiCODY9zazEl1W1nl5XT6Yb7+3vm6Ra8kfLR1UdX9XTh9tWXu7PXnVo3VDPLeWGZF1oLDDxUdY/+1ynFRHC8vz5shLFwkROrtF7p9QHzcALszyc+/+IV73/0jHdubnn7d3/Ab/7232FON7hk6voCzYmXL17w/c8qf/1v/D3KDB+8d8P3vvsTrH/wu7yyHT8vVAm8fJFEc+PSG3Yzk7YQxhyY/oH1jxMT+ao8CqmOov/48HyEtIAr5h3HLgrZ3hqvX78NT+8DbpSxOX4CyD7tQI+vn6awhXAS7tHFYobqgmJ4/g53d5V5eU6Zz+y2c/n0HuMBTwTz6WgqRBCpdO/BU/eBD+e4B+I9Zw504VCVpjQHjOEC3WnWEE+IKhVDLQKYnUZvK+HVH3eNasYyiHeyDEdRkataubs9iqCe7naeXGdxwdSQyvcKkmiSabpjaaZLhTyNvVrY2G51v2o9BA9LejdUuUJg4WvUxkP4672+GUVcBVkEBrvCpdOy0CZn3xtsYYYvGuGxaUpIDkZJ8T1ixWR4IxshEe6hnMsu7HosKNr1wn8rEmbs80zLBTk1ehP2fiKzkKTgW2ddH0h6pu+CtmFhmyXwRg72hfHpw4XajqzDePL6SGROkulzZIAmLSRNcWNJpnmCnimcaNLZzOi5oTeKekYpJJnpstFtBA0nDTzQG00rVTqUyPucbWHaF/LmWH0LrbK4BhNFO6jSJqdrY18rte54b2EKdFJulhPinb5VdLtA2Wl5Y1svnB4KO52kmV0LJhXrzgfPP+Ld83eD3zxgiT5oizA6+CIsdcSItS3goBwS7VBtGimdqd3oNLqF14u4go8bv0MbI+cYnsNvRoy9r/RW8RaMlJJnynSiocN2IKxFs4efyL5vWHOKxLyUEPZh4aoa1DTXTm8hUa9bx0w5raDTM3Y2fsg951/8kOffu+XF7/6Ay/09fdtJ88R7H36EqPCTf+RjWGbm2zu+L9DmeMAth7WwGFtuEZqswunBUebATHtAAzLoccdyM6ctFpIo5kPWrTkMokSZepwDZbgXMhhP4oiEoGRS2C6v0HZHIgf24lPgs1956QEZjgJU9Rwjf+5MqaM1/t+2FZAb5nwmS4e7W9oHhW2P6fHlm4bJK7oYD7bTew1vHHeyRpiyJ0GnQvegS4pEWEo4i8aeZ0k3ZA+oVC12ARxWs0pw6y2U2FZbcNr7gBiT4K2T9yX2W1NYXrgFRp48k21ibzvddiRVmu+YhL0tENM1wu5TMKGs4R7T3KaJ1TspFbIZbilEi10pNtPaimiPbE+2EIdJAs00Hx42Gkv+r/v6RhRxEFRPkFIcUPHwUTFHUo1FH3GxqiTSlCF1NIPogmsLOqAL3RQsUjy0h+mNJq58bfeQ3UdyQXCgSZkuO5YU5kzrcLmsXC5b4Ok5U/c4qCnFcgdNtGZXOttDf/TyuNLnjqxEAAkeb5rCYjSKsYe3cGqkNAHQJAIBsiYmETKDTihhnoMIHUWzkzx8OUSVlEf3JSEJx42Hhx3TCz4tkCtlAh1dp4iDdpptZFXKNLGcMvM8kdywkkmTwOpUGrkrNr4nKhRxenOW85kyz8Pr46ka8xG2iN8fuc6uiqYCHIHOFq50ScMlsjWmaQmYg3Rl3SRiEdRaC3fKUqj7HnJqhgmSQRkS88irBDx0lN1DRVjrfi2KPhaGzYJLn5Jes1Kf2gMcXejGjorh2ri0e75YH3jnfMvNdz7mvVxY153l5szeDW87vVWkTHAzhx9+JHZHx2lDlashjDEJ0c2x+I2Qi3DPPKxjj1Y5dkTjyNoBfWgsMuUo+mNZqMfcFv9m1tE80Zpxf3/PdPcsPvI4fV+Zdp5y8kP52ce9ENxs3DAXjrDmXNJYhioiRspGnjrl+/Dm/gc8eKFoJemMa42EeWskCSENVoMAoFwzcAFa7WSZUDkEf8TC91hiW/iJ99HN9y64jclKc6QCyaDyJR3wi1y7cOFgldljcbZKx6h9vx6DQ9DW2z6CNyJBiQ5JJwK3DzYNZljXoPVaxEcmJ4zrPJo5PJg24QkzztuPmDi/+vpGFPHoFeYgyCOkWdGUY0HXO+s6bDUlB1l0GpzvbOQyIaXFKXCFJkBCe0Krk0js1tHk8XHuJJvZ9pUWrQXNGrW/wVui7sr+4Kz3nZxmSlrYmtFznACvG7iOh4LhbWCyU1wQJeegmz25+R3H+kaawtA+T0MCnkBHqrWmhnhMC0IfhSKwMh/J8ybgw0yJNOTIBCyQl1hcFVI4HxrUdeWyNua9ovsETchpCQFIEjT1uMEQygJ5ig4/SZj1uCbWHozCYjrEMOHL4QJLKey1Dqe6RwXh09fVR0UCDhIzLBXSAQFYQy0gjb2Fp0ee5hEnF0krAEk6lUhGDwYAj/zzPbjhZsZcTlepunn4bTyKNCRuRmtXD3XDBowWo+4+HvYHE+Op0GaeZzrhvrfrhvXM6fl7vL6sYUK1TPTbhdfbis6ZlO+YPdzpbIqko6mPJeGgm3lv+LBuSD4ET7aNXUKn1hY4tkQzIoQSeNRwQKK50YyO31MqpBR/D/1inEuV6PpcYauNc15Y141t2iKrVhLH9uFL9+eTgiIi1yXiwcmeZRDqxjnduseSuMycT8+vLJOpLLx8/QkvX33Kp29+m3V7wGgBsfiGKTE1SLh8gobFhEQoeVAWJ8yUViMRS/zRkhiLDlmeQBGHQGiapqvdc/C+h2bBLfxMBpe+E9S/NtwPSQz4kSHC8WtvUi2YN+4t3rMqeMj3TYEWD0/vNsDxoB2rCvEB+dqJSy/DzuORl/91X9+QIi604Q/iOji1gyBa3fC5YN0RMlIKmnN0tiVixXSK0dJdoEJmBgvz90QiS6JZmO703qFXis6xdtRYNjTdaCI0S7zZG60npArLEjQ3LEIpghoXlKO2D2q/CNrD0zkPWm7OafiTDJ50CXw3z5X5FPacohmR2EUnYhGTfIceAQ1JI1RC8xDxDN6wiNHYcelRwHOmTHEDlQQFIVmi9YbpGiY+3ig2rGF10HCyoUt4mmtp5LmQsg0Tr3BvQ2NsVjMs79BDXZnc2PZON+f27l3K6Rb8YDEcVLW44OVoGRkWnKqgGaXRgwaEiDKlPIQgQSlDHR1jZRQNh3TkbYa6c913khxB24W+CylFMEevNTo5IndRCStRlyiFl/WBOezssFZH0Y5lainDK6d3REJfUEoir0brG33kKH768gtuzzdc6kZnorohc2Frhq1rHAV3FmEsIqNpkbEsM1G29Z5cpqv3Oq5sW1xPZQpoKmhzB3Y94J6gUlFGAU+pXBfj8oQMICkT9JQ8JiRl2+7h9pbudn14xnWhRyLZ4/3pj+HVMiAJHda1nfE+e6KNaLzqjw/znGdynvjog8zN+R1evf42n33+fW4u7/Lpp5+wbw+s+gLzB8xWzDfEjb3HItqGW6HV2I0lhFYb0o2iiTKW09adZhEeo/nwRIncTAHwgPrcCdqyhOukeWwf0+CB24As2/h6gg+IVq87tWZDyCchnDs8712d5nVECBrTNMeVa4r0FBNVV0iCdEhpwTVqlIz6Z73hrdGuTKF/+OsbUsSdh9EJadHIsFRIRSmzMsk5HrIoQgrlmgqqHpSxJVJRxBNlKogV+mpMeaEw8EI6ewvBwVZXqu2xyFGntUqfFc0xklmRGHG00I9+Z4bl9gQd6tYCV5vCy7jWTrcLSmZeFtwb0xKS9m3bYgEpG2VRpqWis1HmjFslzzPWFcWYrtJzw2xlmpWcNrQIaQgV9r5HL2YNEaNbRXJing5jqE52JZmz3Go4EspK9Z3cIPXoJckFk46UhvWGZcLGNQeFcEqCJKPKSrUVijOdlbYHfp3JzJJJdsPHP/5t0nyDPqG6waPk/vg3p1y9wFHFTIkoq4wSi9xsYTWsCHutV6qVSNj09gFbpdGdziUS6A8Rj2qi1u3azfQaKrmryEe2AZNEsvu+Vh4e3oJH+HTt+7ULPxg26yVk5PbQyK2zb5VkTmrCOS3UtTOVE8knppsT22XFpUV6TNvD2343UhLu68N4byN5vWTytIxiEcEW/TAKkwI1DQ74I92PXFCNgi2SBptJEU8kNHBYi4e1S/hrKxkfk274a5/Za8NOE5dtHx2hkqZ5hKKMe9MfY+KuLxvmZLEmxBGmOaaftQpdGYKqMR2j6KmwzLfcnN/j7uYjnt3f8s7tT7A+vOL1m0+p9Q21vuGyvmLfL5QebpvWGnW/RAdrEuKcrZJMcXX6gB8lx8QqWXFT0qTYEEFdhVHjXu40EIkHbg89gPWGizwR4BATd+vRKbuEUZXZgGcSLcXSX6Rc7Q5ymuidaMs86KGtCsmGxqIabYsmDZ1Jrqgdqk+gh0Pj9I+bYtPc2GxkUJaE5g7ZYUrIlJjkhFs8/cORLF5JLQzwS6d7oo3uJhj/hckLRXNkCNLZeywiywR7cxp1dHvKZUh7KYLOYxLAkBHhlM/KzbLg3dgvUDdCmIBiTbjUOJFpcua5DDZBj4uKju8NKQ2dnemcKSU8wDUl3JTFg/9ecgYm9q0FOkQnlUYhmC5929ltx8dDyKxhmnEtsVEfKj71QsHQKaLnWr/QuoYIFsUlxw3+/1L3Lj2ybFme12+tvbeZe0Sc133ksx50VQmVVBMQKiSmLTFmAuoWEmKA1B+ALwADJox6AgK11IOGSQm1hEBIzGh1CwkmDa1GVHd11qsrKyvzZt7HuSci3M1s770Wg7XNw+PkzcpbUoISk849ceN4hLubm6299n/9HwVIceM1Cl0PZGDtxqk9UO1Mky280g/hPeM9MMnSM7cf/Abf/NavAwdE9iT6gTVLdMzuTyk9IsEJVndMFaGQpME+lE7j1PnOFRhHb3RgG1LtKSuHQwRbeA/J/A5x9QFB7Anm6/nEHg23jaTy3is+8jj7MOqytuApX3jXe2p5JAYNSp8n7uZbthazitYaKpnaBbFM7gnNR7a2MGUNF2OPa4Ue0vnuYyjdnd7rWFRiG95HfmttRuuxQCWNecPeDRuKSCKngqYMOqExIArNVIqO2wY5XCUPOCVFQVKJ4XEP4oBaSPZNxi5ukMd3vPia/QLha+SjeDqRnmUAJXFgYiP4+WwxlI6ovIlMjqzb6cjNq1s+fPmOdXtgWd6yre94ePyc+3efcj4/YmLUuvHl20/49PxJwHASvkbuArYnEgUZz7caAjUpaC6YnYNWnJWcdo9/uSgwl/5knaxDJASEFbbtbpQ5Bg7DX33H/8UT9KAkCwGh+MDRvUNKMzJKa2+hDhVLZJ8okpFkZEC9oK4D44fmbZhk9a+EJn/W8UtRxF0cSw3LhpeMF4McOLMVRT2SshNpDCeGzUzyEBFII+hKBaRBH7awZuQEszyZyqgz/DsCF0ONTI/XgO27zhiIWkVSDFlTBikbmoTJO+phS6aER0IfQxhNnVRGmAGNrGP17oakLWhEqUEJhzmVKOIzypRTxIVhHJOwIZzahqvjskESrJ3otuDaMXGMiqeEcwPEAFAGb9c0eLmWOkgbg5vYlselH8MdB7oY3St1dAW9VbZ2jsw/Hf7mmgfcUGLgqIXbmzeU6SXVCmXPVrwM4Pah087jtoBOzIa1b48tru7CrNj6ag9+b1T+Pq4RYhA4Bowhp+/hUT62+AF/VLrXwHeTD3O0JQZtomPg1UfRDB/5fc5gZnzx5VtSStze3sZAuzZC7h74fEsTnkcSjCeMoJd1M+7vN8q68cGr16TSqWboXPAemYyWZfifRKiv+5BsD0m4S0LcKJPSW9A84zrSge0+qZBF4nNWjZ0mEoUdkYBlREeBCUHayIsaJzKDR2pNbcY0Fq6g0XXMnqCT6+L9dAwHSYL1G0PXAAVcB2XOQVPsOCJwogeHXZSUhSMfIocjk77kkF+zTffM+obsrznkB0wrdX2kLcJ9WlntIXZ6srNlwC2oquKw1o1ycyDNcwRzeMBgIgTLRZ0dFzUL0dRORChJL74obUSx7RQ/j1SWQelN6Agyd4v5gUjDPePeQs/ChKQQ8+F9/LwgUkJ7IpCIyEckzNZUwm4kBH6C/RUKOPySFHFRoRyEPEOeoRwSkjtSHM1GbhIrFjFUGVx5RMJLo+XY2jnBGpGeKMxIU+YUHYChaA95rfYOsuINPDmWIHlCtQ3sM7wYpIdPVc7CfFRStoiHmw9Mr+7w6mHdWSv3PRgEYDEcTIJ7GBu1vtG1UKZIPJccC1CZ5jFcEw4kJhXKsEnVeWJOBbbKuVbW4U/eWem2RCYoRreG9EzrQxTimTDEFMCCvSKNlGBZHrDUw1/FYrZwGLOB2juZjRWjWud0/0BrMbTJJeTdJc/hjtgVpSB6y5s3H1CmG9YtEpTeH4I9YzbsrAqN9BU0vD10dER9F5SkRPV9+PjEh/YhZIlFIm7Cuq6UlC5BCikP4YSH0VLdFlpdEXeqK67TE2UtJVpf8d7D8VELHx+CFQNceO4558twrk0Tp/UMCtvWSZpYTivWlc/e3fPD7/8R3/r2N/j2t7852ELOw/LIuq4cb2ZuJfQOKsNuFqHVbRTkHtRVh2ku0QReKQZTitfSRwcukjCUrMPF7/K9mDEEjyWMw8x7eF2LxcI9/Hy2baPIiCIcHWnO77kmvn+/yrAKGBm4cZ5isQldwNNgHx9QWEoBPWinkCj5NVO6pR9XhBbXdF0iInBbaX7idP6Su7uXzGXi889+wHm5p64bnY3eHOsd6g7ZyfBMGiwP9m52JB2RxntubHWl9mAgoRJD5ZJpHq4zKYd2Iwa8wZ2XxvC/GUR6E5JOAVdaw1zIKaAslQk8XWZDKSUOOpE8M2kiezR/5LFQKLgYySVCm8331fFrHb8URVzVmG428iGR5nv0eCYfHPeZlF7Q5s8p/YZsdxzsiDeHvJFmQaaQtIo52EIZdLJDviWlI2IzqSTUNqChdFS3cDJbjcXCtGpKhU0Xel7RO6GdDd+EKb/kZn6BHitZjSyN17cvuC0ztE5fNlQKLzaovrFJo2qEvbpF6ootG8f5gVycfHBySYNKtSEcmPSAaKNMM9lAu7PWR9LhBmQJv46t0NxxNSobm43UInGyE4Xfo3sjrTQqfVrI0ihu9GVhKV+wLSdyOpLtNiKxUmHtQaur0yOTOal3tnai17DDzT5R0szUZ2S+p8ojzse07dvM+beRTTmmzzE5BOPCI7UbiJ3N8J9g88H3je7bU+C1wEXO3Xun7xDAMIEKKkYMzbKcQrvZ7BIogQjalWma2NqJdV24uTnw5bt3HA9hepoTmESBbx4wSkmFUwMtR+T4kofHR7q3SyHoLW7629tbTONr3RpZCl989g6Aup753vf+gLubW0op/F+//7/zh39y5Hd+53d49eoVL1684HQ6cT6feXcv3BxjQZimadjgJrz5ZbFIKdHXA9adVAqpFMo0B+c+T3hKMQgb+LiLhFpeJDYtaagCYQzYnDRSfhh+IM1mBKUnZTPlwMxWI8/VRgBziok5kuKzYRR0UUNaBCLYYF7JzpoSizzZnjE3GlA1XAHdFCNhFjvQrS9osTGxTmS9Q44vuLWPAlu2lXVbuM3f4MX0DT65+WN+9JPv8e7hR2hemXqh9hg8JoykTmlnDotRmHkrdbCYnOZCH4KqurXLfRM+K3H9TZop/sTEMVY8d/JII2JK9DZ2caJYTrzwDDhbWqgk0IgZNN8oWoJiqIk0CcZKkUahUJoyp0xNjWZjR4GQJCOW6di+Af1axy9HEU9weKEYDZ2iS9aUIqHEV9RzeHoA0ElZkJxI2ZBkw+Zy8D+JXMKLFNttYOWRaScExcdqh9RAWvDSNXit2aJzaSlWSlG7QBFZhTlljvPEi7s7koHX4BNPdeO8CWdrVJ04rRtmjnpFdKMcZzQ1yBYmVxKmTgxIx8To+xh18MnhygY0BTbbrAbGXRtb38KzQxtpiwIgI7jVUg6+rbagLWFstV7o8ZMTnfUQgog4bav0kmBn4QBL3QJX1ANJJCLpPGOWOMy33Nzcjq3n86vuuoPbv97TeK4TaZ4f0TmpJlRDmLJ/jpch6Y5DXylB3f0STbZuG20zVButOo+2IBi5BEMjBuMTS1344v7LiLKbZv7ln34/sPZj/Pse5DxN0xiQjkCAonz6yY9RhX/0D/8hX3z6E169fsHnmnj58iUff+NbnE4nPvnxp5zOK7VFK53LPMzTngyV2hCHlVLwwbN2t5gLiFxog9HRp8vfu7eJ7HjBWCSD95x+qoPeMe19MJqHJbOM4l5rjQEfw5fclJyd4h6iOfXBI4/OOuh/T1z194/rLl6V8G9JGnjyyMB0yVfXgl0eLzn430WV+eZAmoTjTWaaJfQUPxHuH2ZSN47TjFpAm8Euinur+orR47V5XEedeJ7AzXxw5yMHNwKYn/Jf1e1CARWL89JbAw8o1zVouMkUG7MB891h0lDZB9AD0hIJ3D4NSGt8b8/s3E3ZSOFkem0j8XWOX4oiLmKUwykk71PHSkVKI+dEqwvaprh4dcUk4xaOhWYNW1ZqaiTXuFjaRiYFBuchJuldECpGJVC/FZMFzxvYFlTDtiF0kjYcmEuwZhIVZwELoUCZJqY5LDYPc4EpYB7vG/1U2eqKaeWQBsZYK6ktSI6bLYQDNmLcerALaGg5BJXQBwysYVTUWgvYRxtrPwW2qh1LnW6V6g2YYvg46FIkmCRjbUGlk91obcOko+aDupipvtI5RnEW5bSuWK9kM2qrF6wxIczcDGxRY6jkhe4ZzQfMCKaOPIX6fhWe+sxEiCcWy3WKyc4K2Y9rH2t3x8uEEBBMHg59vXeag3WjNwXJrEvDyPStcpgLmuch4nBacz777C3v3r3jN3/zN/ln/+wPRhJQ5cef/gUff/wxH3zwQRT1abq8rmma+NGP/oJ/8k/+D17e3fHHf/o9PnzzAbe3x3jvND744CPevHFev37NixcvOB6Pl+Lp7iSNIeLOZd9v/P05RAQtc3TgZQpRVFKSPPHAVZ6w8KQ5NBNaYmbxHgxyPZh8Ou8xoHtiawQ3OvcwbdNd+qISzqA9Ou1dVIUNOu/POLKOwISso2MH0PiMRoNlvQX7zn10onZhwqjqJfLwVl/Ha7RKXTdqdZIfEH2ktw3bFsQ2tjUKdJi7QbWVXWxnY7GLaLU+ZkxKTokyHE3jprNwvxQLWwEPeHTsN9gNwtJYNDNpBEuEX5Hvgd0MT5sUw+WLJ7mCywgnxwd5YjDzR/h6x0F2N6Gvd3ydeLYD8I+AeTz+77v7fyIifw34PeBD4B8D/4G7byIyA/8N8G8AnwF/w93/9C97jpTh448TD6ceQ8rZ6BJZiakYvi3gxJbFhTIdQgfQN9btRE8NyZmssVU3D/m0B0OYhiG+0ftj3PB2z8YDLhtNlmEluZFzp+92rFP0JeG7ckY9BjchZl5RSeSiaBmLO8ZqlTkbKRm+xcreZGOyhmUdnOuElCDOdRyRBqI0W9ncyR7ez25wrpWtbuCwUgMHlxAnmTSqb9TewJ0iUWxsG+yGXKjbQlZHu2F9Q7yNYgTF2lCaxbjC3c0AACAASURBVNhr5w+fH08kCVHPzontXln6yk2qqIQcvDdlmg4cDy8HWyIuu72L2Av0Xsivu4u9U7u6xsZXoYRTjeHd8wUhaIJCRNpFIdi7w6FPFMUITvWynC5J7k6ocOvWqFvABffvHrm9ecEXn3/J2y/esa5reIoDDw8PdAvTJHfncAwZ/7Y1Hk733N3dUa3yu7/7u8Epz4m2bvTeOdy+QlW5ubnheHNzwdJ3p7qSnqCT6/MgIk/wigTWmvMYWo4BtMoUHHvJsLsLagqK5uDfJw372evj2nu9905KHRmQgnWNnarARqV7wkzJtOBNk0hDhBJ2uIOd4hd0+KeOGGg6ZY8oHMQCtSjkMQ7JdO0RQmwBU9RdU6HKokH51Fw4HF/y5pVTF0Nl5tXNN2jrj1gfH3j35We09YFKpblT2Wge+oFxUUT3nws2vL7RUGyqppGwJWQtYDWcCUdjEOyvWIWSpth57wuZWyjKNWyOjRwEB4+8Xhle/z5Cl7HIMLAcRmStO1sfwdaieAbvzpPq+ReLia/AX3f3B4nA5P9VRP5n4D8G/ra7/56I/NfAfwT8V+PvL9z9t0TkbwL/OfA3/rInSOrcHI2b4w1fvDsjWZEyjQImqDasn0mSAwfTwCVFe9hTDjl9k4b1YKzU/kC3FZWJrS1ED/w4Bmsnkm80P5E1OGCWgpHiFZBO80aewh2tjFU46wQebIcR7jaGINC2M62f0VTZ6gN5ipun18Z8EHoKE6uQdu9KxEhvn3KmWaUvdSSXCEJmaSNMQsB1SPqThPCobchuqGW2s0xp7lC5KBhXrwQXu5NMYxhcBlzgMdhKPpG0UNLEZifWWkNhmjXc3eqCPwp3dzNsla0q6wK/9t1fB2ZyLnRbsLY9K9YXpeYo0k+p9nLpQK8Lu109/hmEwlMhUikXWfR0CGWn5qfOfXbCn1wzddvG4FhZlo11PdO2cE/84IMPEBE+//xzbkaxLaWQykuQYK+kFD7jp9OJly8ObGuwDb7xrW9HMlDbmFIwdtwsuOfs7y9RysTxeHzWeaeSnsFJ14PTvVtXCetlzVMImIywpBgddm+B58ZWfQwv2Qu1kTU/O2fvb837toZgSxOkkZDESHn3TncPfBhjwikpSAEjqYyth/e5XHnH759h0oSMGDJJHpbHbnQXLAnz6Ii9dywFC1GbsUJkhVqEd1sy+gIlTeRyZD463/zGrzHnifu7D3l8OPL28x+zNWNRweo5nq811raxtTqaCxm01ZFIpTmK5kimJ+mwu43G2Bzcwn4hvJZix2I1FqGA5IKTn3OhSQupjihVLIq9hDpWiQVpHWKtWivnBt0zGWEbTRU4KU3BipMUaT/9FwineFwBD+N/y/jjwF8H/v3x/b8H/KdEEf93xtcAfx/4L0RE/C8BeVTg9U1G0y1iK6fWyCmR3ambs1lM/1sWRGeqGUKhGOCNpNDbMqbQQG5xY7XwYsnFwSsqS2yNfKH3FdFOlo5qghJCiDwlSi30YrRzg3YKznk6YO0UdD2b6E1pPcj9wHBJ65hHUn2sqIamUIElacxlvtD0yoAfWmsX5aLjQSdugvXtYpzDmOz7GMJGGGwaSUbR0zeC61zyFPjq8HXZudmigpiSxDmvnem8MZVbWg1FWnejtqAdttZodUMtNtZMhZw8bGvF0XRgPrzicPMKdMY8uufrY9/G74KZ3iONZj+uC/he0J7OZRRElUwkpYzB5kjtiR1nKOBymZ49b+8WgSEW+KqSWdYT7p2bu1vefvpZeKoTxaK2lZSFm3Lg9u4IkjBfMV9AAuc/nx/pTTjML0jlADglz+Fs2PpIjEph4jS45wDz4Yb58LyIkzTUr/YkYpKUQlUp4R+e82HMD2DdosPMFtemSiZPisoooiQkB/9b5cn64Nru4H2xjtsuazfC58PpIuGuN4aiqAdOrozB6Ig+c8gp2C/IUz4tV8+7XwomxHtl99WyYLAQ7o1NJeZOskMsgNllQTEN9pd2oeQj5U4oKtzd3PJJ2lg3Zz7FXGj2RvV7fGtsPQaZvcWMwfuunxg2Fy40azCM2pomlByUYR8xhb6GaChaOKZcSD4WYj2QZaK1sNF12SOUDRPiuUSZbHTZI1np+g5xH/4tqoMVZIGJY+Fg+leYbH4tTFxCtfGPgd8C/kvgj4C37r5bbf058N3x9XeB748X2kTkSwJy+fS93/m3gL8F8NFHE3fTRC43UDvpMSTlJQtL7ZjaSPqOAta9Q5/HiggqNbpuYhAlUlGBTWPlTLZRklByrIwpTzRJbL2xEsZDZ+6RpGSfmU1Zl8rmDWkwq9LrxraEj/ayKlOByZ66R8bAotWwseyDcZC04KmjqXKcY/vWe2eeC6oyQoErUhzxKJq1NVpzzAS1MO4RVZIXyvA6d4O6bmQveDeqhWw8jTW2txAamI3Cp05JR1warRvLZrQaDALpjlgwSmQMznLONN+o1sMN0mZQxwSmciDra47zS/Cwx42wXeO6+74Oidj53fsF/L6pEkSiTxzR8cZOY/+dYzFyuzx+z/B8dkFPinvCSeSmYOERvy1nalvYtvP4ORuDy8ThUC6v15npdqY2wXx9umnTMRaZtNMcY0TlvaEpttSqMItdzNbydCCNgWYaRdxHmLH6VQixC60/na/WjFrDMz7ngg7qrI9t+KyRcVpKGWrkjGrChzeKXEm2vyo1PQfvj90UK/z6w45Abdix1igiMqguRQxPEqk+KTQAQSQYC8bV35c1wzxmeC6YB/7NTuPTgL/UhnEZStv522ZsFsIesYarMychp8Q0Z0SO3CwfcbhfOBwfMTp3BR6rcphgEWN5FySAbdsCYkuFnAW1EQNZgoPfbYcHIVkOUaEBtCF16KiBamFKM6rKnG8pOmGzcW5ntrrg3dAydkY6YiFlDDLTIHs6TKQIqOnhWR7MniAMICEMCm3GL5hi6JFh9a+JyGvgvwd++2s/w8/+nX8H+DsAv/VbL/yQC7hyLDN1OrLZOawhJ400EA+j/+ZCtuDXusxMqqy9IYNhEdkcdjmZoBTZUIlsTRUdGJ+PhKAS4Qu+IFmx5JgVUjqTcfwcwhMZth8RYFsxH3iyRBc6lfCIsHqKUNYW3OySZ6AF1Y+IlMuaKSglZ9Q6tq4joknQDF5HZt9lqNfZJx2S4vUfpiPLshA82DZmJM7mNYQvjOBe8VjsACTjQO2VbW3c359oUw7fF4GWKm47DnwIc681AqhT26h1GyOvsBywweTRHBzbnzJKGgvWziYZn/vlz3W3eP2z19379WNEBPECdFKSi1Pes0NqYLquw00vbHVTSSzLQikjbagaZUqU6Thk+xGftm3hPZJauwzhcgpMPKc5FMX78NBi55VEyVkpKeEjOWB/zzlPz+AS0+cDYG9P3jCCklNGLeTjwTYqcY0KEQx8dX6bBZE8ZZ4xRa7nEF91CPtDr+cY8boHIERyaBKFLAJKIuoME3oLfxrNOSAZrhbjMb+AQXXuIV4RcbSFjeslTQkjS6ZJeN+k1pE63oRLFPMhmiuHKewnpkzSiZvb19y+ONH6xs1WuF8ynIy+GVNbyOkUmZl7I5OEZkrxcD/1toZgzRTtGXchWXgOCYFRiz2JrJIkdARUJCJIQgWyaDBVUor0rRFD5+7MWqJOabgqlkEPzR5mBZaCkqndL7sa88Fd/ynm1s8+/krsFHd/KyL/APi3gNcikkc3/ivAD8bDfgD8KvDnIpKBV8SA82ceKkI6CCc/x43ZCnMNA6SeO8lnpBtnt1GwHfOF+XjHUTMHg+4TrUcyRzQalePsIJ27fojACRtuYpI5TIU0Bb5ae4NpxpOCwuqVfEg8rMZ9uyepctRbZi3MHW6rczxtHEolTYXpcOSojdO7hnantzTEQobmxuyNR5xJHGmdY8kh5OnQJVPKkUqNgagbxcNnuLWEtUTSmVMKkZNvwzzJFg72Em0rrW+cyjFOphkZo6QW4hA90qqTLHHKjaMljpZxgZ9Yoy1fcHe4ZebMVB/DOqAo2xBy9OqUNGP3xtv0Y3J+Teozd/k28H1dUJVgv/jhKWoK2Gps19m33jV4tG4WTIdul4KiEl4Y+5FSDCkZTZ9IsCqEoHUFFUyHp5ZeimLpMWdAYqu+noxDClGV5jEcFWU+TITtmMRAUBIdKEeCfVNnvI/pXclYmWmqTHocc8OwH00S9ECdD7hk8thtZHaVDnR1kETJhTxS3/fDxniwtfDuQJVDijQkI/zAySGr38+t5CO7HcBurxyp8GMYd6H3PS1w19BV9Sig5oJYJ12MtwKrz9aDydEFzxI5lRICF1fwtJHdOGQhyxOvXCXkaN2ehrWSCGGX2UV1CxFhFrADFFG8N24yWIqgbkHZukVkmioPrdE1sivRxN0R9MM3HDSxnF6QmaDDejqjVVFrzGSaHVgXo9GQmw3mhh6g1ljgp2LsYRTbaaUwMUnCpk5O0yisyqZKmgP2qtkxaVif6Riajsxu9LqORT8xlRm10ABMCGWa6S0WKzPnoa60KSCsIL8aicDjm9svVuwjIh8DdRTwI/BvE8PKfwD8uwRD5T8E/ofxI//j+P//bfz7//KX4eH7oUU53Z/oq0BzXhxf8vr1a8qLA+sKf/bJX/AvP/kRaw2q3HE6cDgqRQTxwLOX5rTNWNcVl0TOiZRL4IUawwwRCZrgNIZGOLk1ziy0EaRbW4stb8k0iQl0LkrWzESilMQ8F+a5BCtlPXNIynyckDMwConQ6V1IbsFMaUYabnNKutzAwVcto+uJwtdaIIneYdkWfD5GJFwCxHEL2EN1QrqHbSZR6HzvXrOSyEQ5TpQEs0DuhvXKum08tpU+bdykA3PaOAx/FLMwm2o1sHjBOS+dm4Ny9sqLQzAMQLHumPnwdx7MKbgUh8A7dyuxZ9fWV/7/NSvlpx7rz6mK719aPji6+58yMOkdzul9zBUIr5CMXtgdfVfo9eBbJwvcMmlBy7B41cOYMUSHCGNXV+YIAvDd/AWCfx8w02hYnzFVROTinLdDTfF4QXKm6DAwi+3OSIJSvNYLzr7H313e/1fy77/6uOyKGDujq+8bMSRPlsZuMCL6QsASr3FsBEgpdrzuTz3+13lu9oUFv1BL913R1n2YSj0NufvwnkmSKfMtRw9P/5Sd1e+5bwnTRrfzswF6ECCCyici4GOXWC34+mb09Yw0RWjh/il2IQekVCiHwmY7eyZFylYPO1szo7mR8kS1Hp74deMo8xj+EkrYKaEpBdulKEsL5osylMuaYrjZO/b1a/jX6sS/Dfw92cFS+O/c/X8Skd8Hfk9E/jPg/wT+7nj83wX+WxH5Q+Bz4G/+3GcQ6NJ5PD/g58zcEi9v3vCtN9/h8PIlmidevvgQSRP//E//BUtd0IMiuqEpM+UUWEcTzraGp3ga9LIOFRumRz1ubs8cx00wI3TN3Huhb4ZZZesdqxHgapqwkX+nOcKFSQTJX4NaaG6ca2BirYdHdR/ZfinFTZJdoTpp5AH62C72nsAnXJy2bliTcDU0RQh+fN86zSokRVIwUjpG60M44HYZ6nryy1YsZ0dLmFCFKs6ZVcjeqBYLxnI6w2pQOjY5qWS0O8G0dMwTfQt4AJGgQR3CQEvIQfMLLh9ozAOe38djuIR9rSL+PsyyHztzw02edZnXPPJ9O48mUnJ6KhECJsGQEJEI1CbmICFg2fHkQIidkJCLBle4lIKN7XLKE1kOkZAkHR/Wu22k/5Qyx+6ApyIeOHtnLyAuQS+9LmIiYV28v6ekh/HTgy+cw4HQR+EPHvYTa2c/N/t5uObVx48/v83jvD7BdXGax5aHcJRRi8+rjf9kRmiCGjk90T93SuB1p/91Cvm+I4tdm18Wt31RytQIdfAo8tWM3KJBmFJ8zppnyhRpOS5G7QtbP9Flg0F7vdA56cMOIwziRCd6XSPk2BWaU5hYe8OaccuEagrKsSZqc05jnnJDXA+TZ5pXIv4wUpYMi7lHErZql/lAbEKM1iKVqVoYuRWGKEgkht77VWi/wMGmu/9T4F//iu//MfBvfsX3F+Df+9qvABBRTusY8FVnSkdeHT/g1fFjpvwCycLxW3ec6sonP/kBn757RKlYP6N5wpuQ55ug32F0byQvofwihAPW+oUR4a3Ta8NSDtzcHaqznRdOdeXcIjBi21a05EBgipKnTJI0tswRWNsa9N18SZXzttKHBzTWgkmjwqwHUhdyz8OBzalGxJGJUDdnPffBOgHMsAa+OZhQTyskxbMSDp+jvxalt1Bq7iKKap2eRtFKPWhTw/y+mTMBU8rkHh7eIoKYs1bDHxfWGjTIlDKp3LCtzsPjiW2F08Mjh+8WVKYhQfaISAvKB2OGCnBRfYp7iCF+/rV2Kd5713xhLjyZiDx1WFf/din+GsZXACmN5x+LQQHyyD2MYd4IE9A8/ERkRGcFtzcyUiNXVSQGiUnnwHylEhvh8IPXNJPyfEmheRpi2GWAqBrPb2ZhU2t7MlTjOB/G0C6i/3y8zwtNbrTyLilM195TYV5z89/n5f+8c25uY4g8WEVdLmyVociJ9q1FAVdLly48PhYdHfPTkPrnHfH6B810EAOuxT5JhojOfWDoMfBV34et8ac5NOuct4WH8wPvHt/yuD5AH97o2Zglos9kCnWs5N3oKvJlTRPT8YBaop+NPGdEIkjCRdgscg0e1+Ce97GovszDrdSVLAGgebcISO5Ga/UCNd1Ohd0O2czYfAsaYRoK5ZRj+CsxBN6+YiD9s45fCsWmO9BiaNKqMc8HPnz9EcfDS463H0TnmRvf+fjbvHr5kmX7kknCayPtmJOkCBA2J2vCawvP65ywarR1o63rGC5lTvUeWrBZUkrk7ujmeDVO94/4HNvGfTvbVZFcKGWO1PRpwnpsxe7vT+jhwP268riurCdDs1AEajNKSSRgLoVZC9JkUMIKSGWrlYfTgrsyaShPWw0FqPSJZIkpCdV6yMoVdCqDrdDBNOwBPNSplsLQqI2tnRAue97iAjMRJIfYKKwvgy9ba6e1jboFNno43FHyTQhkeuLdeSPpwq//2owZnM9n5peG90rabQMkOqBa608pN6/TjuCJx7wf71ueXg80d9y7v/c7L3LtfbCmGZGw+T3cZE4P90gq4B3KNHy3w8bATZgON8PBTsNSAAdpgYhoJNioRZdUpokiNyEfM4m/vZFUKSWGn3t3Od7REC4JrW+DVpZR7fQefOBt22jbBr2R9I6s0OmUOZgQtY/3OOAW8whKvla77oVvL6DvF+9a6099/7rWxvefBqOBx6ZYniwUkN73XYPhWwjx6oB1nv8enr2O97H5fagLT7qBr8J/w+kvlr8+htyNKOC9GyWFO6KjNIRlbZzXjfuHhWXrTMMu+fb2dih6Gz05ueSweO5nRHoMWrUPdphwKDMiwqzh9W4CXiu19sssZuuNbhszlZvDkTkfaC3R2pkkna1vbG0je74swNse1p4Faw1PncgOjPMQ+P9wlhwWGV/3+KUo4hjUs2HVsQYvPnpJng7MxxeU+QaAPDmvX33Ir3/n13j3+Y95eTjywfGOg04cUmER56GtJMl4XZlEOKbC0ZSUCnYoLMRWLZlQ5nD60yGLTavTHlaSdF7Mtzz0hVbrGIh2qkIzRXSipBxJIm6cW+V02jifVr58fOTd40qapxEdFQM7cqF0IXXQBk44p4XYxjkvldYjTcfJ0DpzvsGLo2nEqpXG6h3rLahTrQIajmgiqEzBp06Emk863YW11giebg1JBG1LJG5OosMwh7W3CHA2Y6s7xm70bGyb0HrmvKyUDO/uH3l5/JL24XqxLRAcYYRRo+D79wbx+Gtss98v4F917NvtS+hD32cBQwjTIeUJ6xGukMoUsXeexuAoaIlJrvjVY34ZcEzsGoIxKtBB5sCew7+kADK45hK7JQ1BESkPP3gbXfYGClMp8Xn3+EySRECv5sSUldPDA61tLKeHyKUsE1gjlTk6X1XMB5vFDOT54PJ6B/NVxwWKGuctvbd47sfl3COXfZMD3WNyYz2CadRDUbz/6c0irYb4iH9eUHu8doGr53ifcipDhh9S9NGpm9CljyY8vFBcMpqPHO5eI+lA84mUbznojJiHpB5Y20rVoBo2CcGg5B5QYGo0VhBDcwQmuzo9D6GdBwV3PuRIk1oeYlcmhaI6zLMS7mDdWXrF3NnwcHRUYbNgsjnGVjdqrWSZ2Gmje99d3ahubF9jF7UfvxRF3A3YlElmWnLmeab2xnw4wOEI3Wl+wgw+ePWG73z8Hd4cj7yeX1Ess51O1PVMap2DHGFSblPhzfHIXc4UK5R5or/aLU2Fh+XM2tuQ+zZuSHx484K39UyrJyYXuse2bm2VVZ2lGbXDISesNdbaeFwW3j088tmysrTG4hGQO8+FWcPIx1KilEz2RBrS42adrRmnZeV+2eLKN0eLMXnmOB1jAGMT1oQ+PZA85OPL1qnrFrJhhvBjBDBIBBbiqiQN3+s9zNklOMLZgdZZaDSMbk5uldT3dKCEW6LWwC17y2ATWz2TsnI6nXk83YNtIBVxw7ziHJ512+8P3L5OEd8f+7OK+L4d3YOE4YmSGP9eSAT/3WylzIcwRxq4a6sxkJNUyFOJG2/4gLjKUGrmkVgDPQs5T5HEgqI+4fuSZUAG6yHtTim4xOZtBC133DxCHdRJyWjDTEQu8M+wl91OWHPQCasLS9tI24JoZp5nNE8kVdJQGMJVmPLPKMrvn9f3v37+2eyOhAPCIAq3uODYJZ5DmlzsG/Z5wD443q+dn/UarndQMWC8pjgy0rrGgFOULMo24BwXDedBj0bEJNKFUp6YD3fcvfiIb33rN3i7vOOTz/+MO8JHSRWcjk4z6h3TCOVorESZdTYLUZMpMcDOTh8e+u4eoeQWn2Xrw2yrhIXCIRcOMgdGj7C2DXUlI9SkeNLhmRJzkd47m22R1WpTFG/x2A2qUC1eVftFKjb/PzkcpClFZiSFaOV8PrNag/URsYkvHt/y9vEtSQvH+YZDOvJiesmLcseWT8jpkZYXfDvR1s8D6xr+JQeZyR4p4C5KG13Dtqxg4XdwdOd2PgTcoM75VLmZEmWaaFvFXdi2xiIbJUf3u4sy6tZ5d39iaZ2eM1oSMgafPSeYFe+GNadtnWbGY2+czVlq+HmIJuq2Ih1ubo9kjdSPbBPmztki4KJookhGe0SYRViy4RZZoH7BC8P3xCxggz0np5qxenTNS9vYrJNJVIxWY+teRoyXtx65oi1gIReh1sYnn/wI6it+9Rs/4ZBfczgW5hTiF/rOuQH8CWd1h/5z4NKvYpu8f1zj33vxvh7s5ZwvAqCUhzG/CEgkvOCCpKGe1AgDEA8cWkRojEVhMHR00COjSCesC2H67KDBFQ5BXki6SYp4iTLvBfegjKmHyGzSCNywkd6SpCDzDH0OHQPBhorMR8G9UTcnXalfLT1BUe9zwv+yjvwCOb3P6LmCU+J3xTXFuGb2Qm4+VBh9V3qGJUaItJSchZ9ljHV57vF1tyAEBBMmUqCEpyK+88ZVdTz/ICoYgJOH02M5HCiW+EA+Jh0MORgvf/KK5ZPvU9czfdd0dB8e9pETkLKP+bNEN56DpkmKr2NYGfMkGXm/2+lMb415SiTplJSZkjLnCe0B+RQSRZQuiXQ4PNthbNtG61vs0ACrjZ5DZyEy3uPYoPyi2Sn/rx8hmLinrWdSvuXeznw4CY+ffsarwwd8dvMH/OEPf8i5KVNbmR4ar2+MW20cUyLn13xcErkaZu+oR6BCWowP9Q69e80hJfq2Bg7XjPbYacvK/eM7+iSodSRlXt2+4LRCai3W6cOElsa7Hty5Q2vcSB4G+9GjLL5RZaYR/G6rG0bBcsJyofdCywdOwEN94NwWNmDrmdZn3Ca2utJT4pQLNzpz9IlZE6bKyTfOkoe5UyI3Z9YY4PYpYul8C1pVsrg4J8203uglsWpn7Z3bs2AK91ZDINKduUfxrxjSbtEppuikHhcxnUbGUqbnO3rtfP72nsSf8aOf/FPevJnJh++QeE3muZQ+jqCdRfEYnhqXC/R5Men92uxqp+9xgU3MjFLmZ3BKujAlwjLAKYgYJU20eg7STDpiqlSdwM6UIXE30RDbSCJpHsKLNERiDJhoQDXEzOF4HN4sACRqDQ5JUqO3Ey29DM9tGl5PdK/0NpPKEWkJkSmKu8xRNKUjhw3XG2rdWN0pYoHjp8zN8Y5T3agdmkScX6kbm40cUIGSMyIeYSkiPK7bYH1owDcpjYUsFiu9FFqjmZNUIl6sM2COdvl3x4ZfkQ/40TlKQEWq0Hui1pC0txYJNtKfFlcVvfq8Am7YP8tLERcFM2S8Xvdhy6ZK0vDDry347TYSjLwFTdBQRI/c3X6HKb/h5fzX+JXbL/jk5s9Az/zoJ/+Ch/Of8+nnf0Jm+N20huYDnVuqhKFYBEo4Pa2gCyI3PHhFjhO2NI4uTOJMJcWMISu32pnFEOs8rsZmEc02tYBc3RJbrpzTmZNunGUFy5R+oNiElzcYFbcVTStmGxlBJPNwfvza9fOXoog7keloOOftxEN94IvlC25uXvL4uPAnP/4ef/HZPa5HOD9wQ2PpK2tvaNvIVmA48pk1ao8C1FJiy0Z6OEcAwaDtjFAVTsuZTTvT7R3THBSxtczI1ujnuJTrstIdeg3qYNPOmUYbnN0mma6FPNkQdchQXTndjWU7cyiZzTvanWaVc904bZW1RUDBunlgfJJROhsW20igW+fswTapvdNGodOU6aPQNetDcj02xd0I++Ng4ohYBEeox9BPhghndx/0YI+6O3QPmqITnNYBKbkI8yEkxFqFZVn4/vf/nO9887e5vd1/3/Nu+roj/LrUsz68zJ+pNK8Gm3q1HX+fXigiqPeQTusTFqwSw+zY8ob3vF3hyLuxFBJijH34do01X7NA3n9v113m0zHYM7ZjyfE5aGLQMEdXioaDnoQfhpMcIgAAIABJREFUuJnh9Rydf86cljOHw5GeZQxFNWiqHgud98baAttdGaKRkq8gLS4MkJ3iqLIvUmNxInao13L96/exG3wxIKRNRi4o0dm6ED4gKXQJ+epcXPzwr/6+sHKuingkHXnQKq/guDi38WqvryUf/Gwbg/TDPDGXiZcvnVevXvHt777m/uFzkJWH04FaO+8efkhv7yglU9tCzoWpTDSL4Wq3UCVryhEI4h4ZvqoxSB2sp6yJ+XbCS2W1R1Tg3AK7b9LDD6YoaI0huUeeqwKtV4SJUnKQGMZOwMx489GHnLeVt+eVNBe+7vFLUcRBqA5eEsu68cP7T+gpITeFSWa+f/8J3/vBj1g258PpyK8eCo91pZSFZT0xrbCsJx63B5ZtpXpj6RuTZr6oZ16cwvJyHlzcZs6yLJyWjX6TuDkc4PaG+e4l03Tgzc2Rn7SFzz7/MS/evGTKYUCVtdA7nLZG0cRK5742HkfSQtGQBjcbtrjDBF+ysGFDjbXxuC2ca2OpGoKappCjy+4Ki23cd6NY5rRVNnWKN2qv0RvJ6A49zHO6OTYm/DYQW7PwtRu2DUNgMjpI22+QYVpPBs/s45VERFQZ4SNRB93RuOdQjpRUhoiokHQip9g27h3s5VP9mnSz6+MaLtl/x/4nsHp7VrzhpyGEneIYfwukcJbrosR4UyLaC0YyUNiS7lvY6wKyW8Y+LST1GYSzb/+vseBYEBKqBfeGmdObk0q/el/7uVJUMzlPlF7ovbMCa23cToeLr0seBRyCJXWxG+gRWFLrSq9hh9u3wYQZnuPu0Vxcip/qODeDVz4Gmf7MBtXBNSiSMoZ2Q9HZ5YnDvJ+b3UY350wbi/VXUR73Rfr6s0O4RKXtRbx3f7ZgxrDzaYfXnVD+SqeoUFtnKpmcCtPdhIzP9hsf/Rbf0t/k5vBN/vyH/zefv/0zlu0LpN2TNZFKGO25Oue1IhZDbwvsNWjKWTmI4sf9WnQOdwmXEw/rArbwcOqsDTZ1bAr4KesaM6PYy9I8cg9KUuZJufFEt2C7LLYg5U2YgGUiffprHr8URdwFHraNnoQqjXdvf8z9euYHn3/CcTry49MX/PDtl+Azsq3Ma2Z15d3qaNm4WYzaVk524sv6yFs/c38+seXOsmx8422h5MztbUjTz23hR28/5Us7k44vhhuicBBBizC9vOU7v/lrnLNxOj9SSuHu5kjqzrKuLNtKKYWldTaFNN+Qt3BT6xLwkGsiSQiRNCd6EkxgbZ2lVTYzttYxS3TPFBlhv1nZvPKwNbIp785n2ly4YQVi2BNt9rjINfw63K46RoQppSGt9shgTImNddwE0TkLKbpwz+ApQnzp5JyYStibNlWsEQW6GAkn9cLt/IpvffNXefHizShCoQx9/8Z7Bq/8nKJ+TZf7qsGoB7byrChcS+6DJ1+J4OFKHwU3S9DKsH0Y+lxExJ7EIs8Xkd2e9nknCZGekwYl0obkfdxK4pdzqzKR9Mr3RmS43D35Ru87gKSKWIHWeDUX7h8fWGvlmCY0JfKeQIPjmum7l08JaXgRCZMna1gNWqGN87XDKdGJx0JgYzemTiz67KnvOhS3+4qmw6dGRuZnQHMA1ZxqHmEPojGU68ZNeTIUe9/07HqndenEnSheLhcFpJn81LV0PQgN1LCjForI5BG9pzkxzzOHSRBmllMkUN0eP+Z4eMmnX3zIJ5/+CemRMa7dMOJaKTkSh3LOqM1sLZg8MzCpUW7KEG9VtFTW/sjjuuH9hren2FlbVubpONhOj6BOojMRPuIyzdzoxFwS0xIN0rluLPWRf/6936flxMs3H9H1/2c8cdFEdeGLt18wvzhi6nzx8DnGO9wSi3UWV+YycerGp8sDnz2cKfmR44tvcNvhOCmP2yNv7cSXaeO+Vs7LO972R+ThyN3dDcs5LqDH84mTGHJ7S5sKP3645y4nbg+FaRIebIECL17f0vrKPB84SEG68fB4ZuttdNINPc5oKhwOytZW2rZi1hBT0B4Se4mhno9BkeFjSDVyIvMNt3NkgaYUniA5C752ypQhK12H0EElBCV1I6GX7jKETgDGpEoej9sGAyfMlGJrXMrMttWAHaSEx7JFHvo0z2R1UlJupiPn1bBqAQl4p0wzH73+Nh+/+A1+41/5HV69/Ijj4SYEUVeFey981x31NW/8/cdy9fMQRWinEz5ju7zXdb/PVKGHD0bfKnULXYCbIMWBHasNdtGlQO8LwsDX3UMUcs16UdXRQY6CfxGiSCg1r3jarTWyJnI6wKzU5Txea6MMYdTejeY0XeHHjpBwlBd3b1jXlWVZmedyeT3JnZ4zvcbnGkNGYFjgCn4x2+oGzXiviKfBfJARNRYeIrgNjdlQF49rCYJy6B4DciAG5T0oqHENdRbZRiFWpO3hI9OzXdJuhrbDKREnt5/HYMPsj4ERoqEp7JktxHP7tdIG9KOtYfaUBtW6MSO01undyOnI3e2HCCHMubu74Xh4xavHN3z57ies9QvW/iVrM5xK7Z0IZBfmkqhto8yFY0rQOu6NuSibr1RbseQ8Pr5j6+B6IM8zXTskYesPsRMXJXumWCJLYc6FuRzIi7P2DfPKsp3psyNJOG8L0/z1S/MvRRE3M+Z5Jp0zRQvZV6orSmxzz93ozdncKAaPS6WeN5o8ov0tdypMD/Du9DkPsrLMymKNIzMvtPA2baym6Bb8zMflRCvBVHi4v8emxDtv6OktH37rAw6vjmx1o2Tn9lgoKRzqrDpSoBwUq8H1ng83uAqVDcVodaV1p/tKyZnkoRoNJsRTQWjNxsWSKBrFO6XElDMzhYM56oXZoSZopaImFEs0KpKnGPTkzKIZ708XeBni3aSDkdMDu8TDanPEsgYWDOwOdimlYd4jzFM4HhZNLBKMiiaClAMfvvkVvvvxv8rHH/4ax/n1YBaE0Oe6IO/Us+f45vs4+dPX1131+9345Xdc/dw1xnrBxhXW80ZdI+g55+G7bRnN6VIo9s/hoiq9gkz21/6+nPz96Llrj5Zrgc++UICjVlCtPIV3EPj33rmrjHSegMdipJcgG2XI/ZdlQWVBDoex8BipCGYa6uMWXvZpUAR765f3EAu3XxBlx5EUamYRRyVAtMih9rGb2tkpg/nkV7m1FgESexdNF2z1XUBJKpnpigK5H/vX1zsoH/e+EfmivdWIGCQGrDYW2FCG7p/zgFMs9js9CeLOslbmeaYQlrcqE+4bZhtlgju9Af0m8zxxmF/x0flX+OLLH/D5w5/y2ds/wk4LyJgxtWDFUSBcKyrrUv8f6t7kR7I23+/6POMZYsjMqqyqt965+952WxZCRpZsQEIgIxCwwX8CbCwQLEHABiQkFkhsWCAkbxhWCFlCQghW2NaVhUGyzaVv36Fv33bfd66qrMyMyIg4wzOyeM6JjMy33r6vpV60j1TKysgYTpw48Tu/5/v7DlShAEUhO1wcSwB0FlMTwJTHG4/HOkmHwiCpCvyoFEa2GGFLtK5KZBfx0eGZXS8lxPFbFsu/avsNKeIZa2paU7GsWuKYyOOIS8XKVaUSMeZHj0cRk8ZlRZfA9SOd1Ygwcrc74KQnCkMUsviOq8S1TNQFwSXrTGwNum3ZRcdd9FS2xhhB7/a4q4F846kqix8ctW45X7YEkfFdABmpG8PybIlEYUxDCIGbcUdwAzIWTqlRGiMkRoCVgiElYorkEIsBTi7Sd2E11jRUpgyGrBA00lDlgJVFjNKT2WmNCgmdiq+JpiyxozLlxAnzcr/Q+lQCZRUy5aLyS5GcLSmOU6jr7PU9LStzRFOXgaacQ4jL4EXPhk6pYrl4xvPLT7l88iFtcwHoUlR0cRQ85XqfUv/m30+3bzNZHn7JT3+fv8Tq5PbHjwEgBsahIwwDklTmrcmQ4qQunGLfxIOLxP1qYb7wzKuAeUVw7PazPPlXOOCnismiWhWFGy4kOY1kZRGy2PyGFMvFZC6uE11HTGZiUkhiiJDLcxR/9EwMjrHrScYhbVUYKVMISYgOJufB2S/kCF3M/uvz+xVFNSjkbFBcJPflQEVSPpoEMMNuKcVpkFhk9iEWHnOJOgQpE2liliA1emLOzCtAuBdjnSpsY75fRaWZgz2tdEIIpFygmpgKcynGSDwp4kkIZJREXWxevYuoRjH4QDUNiftxw+gbYigwotFLzlcNi/oDrL5AKcGhu+Fm+zU+hLLqSBlyX/QXhWhOGAfsdL74YcRlT65qJLNFwOScSXHoTDEidD7CeTJptG6xcoFWNUpaZHRkkRj8QEieRjVURhNc8W76vttvRBHPORfz9qmbqqqKfiiT97krE2KiJp3grPNjx3FERlcSaWTh1QpjkUpSVRWVSlhdljHz8s0LQXTzyZmI8X7J78JIjIEcEpVqjgMhKCdjbWtWi1XxFJaWYRiKJwocsVRrC83oNBhh3uaOUykFZl4qU0DOk/dVHNjUvXnTSQc4sy7yRDNjcn+bza/UNPxUQiHSvW/JXBDvO02OxZzMg6IrxD1cMUMM5+fnrNfrYwDw/J45EYqcFvIHbI6T2991DqTT+z7+W0rfety7YJg4LdVzzih97xY4h3fM+1fghuk5xf1znEJAj1cC82c3//0Uw38sLS+FXBHjnIVZkqBOj+3xOUR+cNtjho8xpihhU7moKKkmWCk/EswUGux8gUjTBfxUjDOvZubHvGtMcX+c83wD9738w1XJfJ7O55NzDod8cBE+haRO92O+0IRY4LqcM/HoL1LOl8TslvjQsiGl+4tVns7bvu+p6jIc9v5eFFYuFBw/d60L779tW1ZxxeJugdkYfDyxb8hFiMWExc+Y/Pze54NYPnsQYjZ/mzntD89VIQoraK4Pla0h3QvVTp0tge8UTb1r+40o4lCKuMySSlp0XTHsA2PI5JgxyqCzZPABoSWDc7gIDkEvFIiIVZpgC8QgqxpV1YBG2hqaCfsT84Eq6dZCVBgsQwiYpEkiTHzZkZgyC9sisme7eYusa0iZqjJcnJ/x/OwSETLRwz4lhlRxEIpaK2S9xJoS/FArgxISazSCYroFCaJHSk2SFZWtkToeWQMyBCyShTSFLxwdvRKorKmFIppIFsVQP1mLOoEf0mRJi8zISiFyxKsir2cU5CSL86CdT1hKdzOFuoYQwQuCUyATfe8ZhpHoEmcXH/DpJz/i449+m6V+n8ougYzUsciWs3pQgB5j4OkdUMrpF3Pu3OaL3OMiWtS28sFrnEIeAG760iohqKoKKF+IGTqei46UEufDOy8Y83YK0xz9yu3DUIcZfz4W8el1CsZd0unLMGzKgQ1uesxcUOXENioXwpzKgDKnABTzNEMGa4nOQ44kN+JEPkbClQzLkjebARfuGTLHgnn8puUilz96shehTZKZHB5dXCd2ymmhPC3gs/fJ7JMz+5vrxjyAw059Xk6Pt4/Fyc9NRVyo4hVTXCENUqnyvc33x3uGU8rHUmjJMsPh0LPbbVmtF+SceXX9Fud79odbur7G2pqUdFEfZ4MIhto4ztcf8KT7nG58yc12ahSBPDoGWdxClaCEgfj5YiLQxpLQaFFhVSw5n0KURihFEJ6Zji8p/Hk1ZXRWumG9PCMoTRN22LEi4FBaHK1AKvtPGMUwysS137BSC8IhoYShEhYlDgx5oHcXWK3RuYgYRqEZpcfoxCJeE8wKEKimok2aOisaFMu2oq4FCxqy2BPErpxEqqEfa5JcY7QuIatuD9oQdcRRUsVTkuzHUDyi7Q2LUHFRnfHCXnKeV9S1ZcuWQUY6JRgqi1KaZZSsQyohEELglWORNAcHKbYouUA2gjFndGVAK4yKuJzLQC4rfFb0IhGN406MxftYKByJWJUhYy0VbcyspWWsStZkCAHvSoCviJmazEIYhnHgVvgi5EkJmSJKg9SF3eJdALdEytIhxATB7RFec1m9z+Xlj3hx/gN+2P4FGtYIJfDSIYTCJIXK1ZFHe8Sv5UNmwrsw7tP/66Onei6dUJoKTmZa9ZTUFaYhGNMqqrBsJtw1jkgJtlriVYE9hG5QUpKVIsuAEHLSEpRBopIaUiaNcbKx1RO/W1DZlpwyUhi0KaZoKWdcmC4AQqNNoVgqpXBdQh6DMYpeIEnNsaEYt8XLZXp9qQW6XmDkkmyqsrLKhUKXRKHRaaXRYu78Dcl15f36yLzoFmJyYxQCO1MB02RuNhl1CimotJ5slOeuby6qmqjmC8ssdY+IDD4FlMilZOayD3OTOhdW7wM5T4NRX54/eElVF+VySTeainmOpfDHXCTwORUr2XGgG3fkHJDmJWt7gUEzipHr4S1105C3gsat2NqOrBUuJTya3b7n9uqOjz4s+Z0/vfrbjL5FhCe0B8OlM5AiQSSczhi5RckGM/4W752fo/OPkfF3ifk1IW250a9okkAlic0arTzBlX3TImLJU0yiISZLIyxDDhzygZ4NuYqspSbKxCEHchgxQfGsvuRp9YLGVURRM5qRM3NL8o6YI8poxpjp37Fa/a7tN6KICyHohhEpJAu9pHM9nRtJSkBSSJVxfZiWQRmlBWfNksH1xXjHFktWoyukyFilMVpiqoa6amhkxehGQhiATOHuJrS2SFmGI1prdD1J8kfIMbHvJsVPzKjRoe0Tlk9WNKbGijI+rLQhjQETMwtlkRLaJLkwlkZLUhXphCvc2VCkvVqV3EwZpli1FLBakHLCAyLGQisQ00A0OYLwwDT4SRImtWieCrGZO9KciVLiojt2iEZJolHoGFGpON1qJJUq3Y7MCakEGQ+CyZEPtDCMQzGEWjUNn3zyA549e0HVNGRpjp/dzDSG73/ivWt7XNQfF/75b49ZLacYsI+FEWRt8WIP87JbSISQSO5hL6VKAS/NYQlvAHn0nZ+Xus65Y1jB41XAHL12CtPM+zkf/5lrrpTChXl4W1YMsQ/EBK2qUNpONrPl9UmZmDOIhFEaUVWEU1bNtEp4PASby/KxSAsxfT6885jO23EFlCYflTylK5W/AlM6T57oqfiJTeKPHbmYoD0hyoxJHzRqYk5po5ij28qqTU1UR4jZs+u39OMBpQTN8ilD7klkvHL84hd/wseffMpSrnHBEbJDZVv8T3Tg9dU3xBC4vrumrgy/8zt/l+fv/Yj1InBRnbFYXqAyJFUyAmIMhZhgLGJ9Tj+e8/GHPyKJp8S4o717ChHCEEpjdTiQVF2KcbOG7FG1IEeJTYFWBmIYqawn6EgWoaRwWUEKDjcU1ksWA1l0ZAV+2BPGHi0FxIQWChLIyUb3+26/EUUcBG4yZNo7x2Hfc3ADWVNUkWFkGHuM1EhZbBx1pbBa4aMmpQEhi/FR+fIJwizDlsVLXAiBNJOtbGbyUEjk4FG5DDJnK1IrFS66ktCTiseKJWBrRasMIgq0ksTR4YYRkQTvNUuqAIdu4L0nlzxRFisTu3gojpNNxGYBLpPTlJCe5TGdxYu+SI0RVICJGS0zUiaqBDs8MebiQYzEKF2MtLIjS43Vy7IUlAWScG4olDZjUFpAjuiU0Ili0aktVluE0piUMFLhrEAbQVUrjAr4GDhbLrG+5qyup727P8FORRj/+LKed28Pcc9vW9e+q6ALURgnzjlmyp/SduLgZJg6+Iy8hzFEQqlZsVqMrwqF/NRMKz0o3I8vIHORnqX/c/Gft9Mh3pEzbWpI4cipH7xHDAPCHKj11NUDxbQjHTtwIRNalACF+fVmjLap629h1MCUZiOJOZ3A2/nBsTt9L/PvMYtJyxknzH3WdZZCHidsP4Y8HfM4Pc80Y1D38wupinq2vP8J+1Ug5RmIQBYZRMDFgd3ujpAii0VD9AGfHEIKQo78oz/9Baa1fPSkQidQUhDGka7b4rLnl1/8nB/+8FO24w0/+ePPWLVPCcFzu3/F5rDm3GhsMmRrQFHmVdP5pKWisku0eR9lnrDdveHTFx8RQ2boRg7dDld15OQYx5G6URx2Wwa1QeYA4pox71kuMqtFzc3o2Lo7dJZIT2ELhUhWPSHuuOu+oVeGyklk7jEy0Vb1FES9AJNRqvre35nvE89WA78DVNP9/2bO+T8TQvz3wL8IbKe7/ls5598V5RvwXwP/BtBNt//DP+NVyEnghaALAQeMMZOEwCfPmD2jO2DtCiEi0fcMwpNsxktPDoVhURLmFVpovIv4kAixLH1RxfIxhMjeOZSyxZtaJpq6DO0CDimgUYoYEpVWoCXBFU+DhS24OCHSDTv6vuNmd80QBt47f0mjLZ/1XxccXKniiZyhVpY916AjVhQDnjB46iRpgFpbOl0+6NFl5BzMHOO0pvZEAjFHPBmVywlYzOM9LgcqH0gx4l1gdI790JOJNCJgMeToEDEiU8JoVTxnRBEk+UmAjQloDZUSKClomwY5GqSXNKrYsBbeq0IcnRN/fdvjAv1dHeO7uvMQCr4qRFldCKXJPpYQbFGS4sVUxI8+1sfnKgU8xmJVesTMXRmWN01zHJaeYrqnXfncGT9eJZwOZIUQRZwTi6kTQiJUyZUNoyNVDmHrUj5ToQxKpQh+JLqANKawc3KhFDLBG+mIwwOI+858cracX/v02D3e9/L4ey58wdjLRSCLiJgKeZpov+X+xWCuFPJETAUb78MwwTmzuvV+/7SZhqC6QxuBsRmlS8Th/rBDqYrctozjgJSarBOeTMiBbtgxhoGYwQ2Bg9tzc7hhHzrebr/iRXzCIdT8nb/3t/hr/+o/zx/+oz/i1euf8/L8jEO1JKYFMgbAM0pzTDyKRKyuCElgzZqb0fP8+UcIIQjrwDB0jH7AWI1zjqapePPmFVv3DUaN7G6/QCjFGG8JeFQcqfKaxraFLaYytgJ8IMYdu8OIQNGOmj4MHPotQguMahDZIkJApF/vYHME/mrOeS+KmfLfFUL8H9Pf/sOc8998dP9/HfjR9O+vAP/t9PM7N6XmrDxB50pJiULivMdFzzBxTFMq99G6FB4XPUMOtFSQSvI0uQw+Q4DD0KOMpQmRw7gn6kDKibthxMVbatPQ1IKzpqJpK/o+FO+EHGmUYcyekKbuQXiUhLoy+N2B5CVvXr9mc7ilOW8JbqSqKxbLJS6MqLpGpEAjW4zOXHNV4IqUUbnifNGyvz1gsqBBMApJ9AOSEt4skoBpSi/huISWZIw0KBRGaXTWeO+Rsagxkw8Mw4ALIykHKlMX6bAs9qc5Bexka1pPRkIkQY7F6XBZ1Vgl0VIS/Uh0jjpLarugqRdIYZDCPPC4iFPQbFYPC9x3bd9VoOeOei58czE6nd4/DjjIuXSD3hf3SyUN2pR9RAliSGWmoSRCGshh6i7jA156iP6eyXLCajh6tkxd2zy8m532Toewp4PQ+Xyd933eTNMSxw5CLrBB05RM2FzshY0Zp4uIoMj13VHIE6ekGJl9+SxjIIZACvcUSSEEcWJiZCZCkHz493yyb6f7N7OWcqbMJGIoTYRQxZJBFjWwUAqfR4ypsLF04l2/w7mhiHiiL8djgi3FkX1TUqCEEAS5YbmqaIVCpsihO3A4jBi9pG3OCHFEa0OMiUTg7GLFl6+/5P3Lj4k+sDls+ebtN7zdXaEXmi9f/ZIf/Pgj/t7f/wXNskWrBVlmbndf0bkfsB8ukSh0Kp8duiWEkSRKws9uv+HJxVNevbli1b7k8uzTaYUR8SmQyEdvcaUURj9HbC6pTWRRPUOrBbfbP2U73jB2jpcf/hCDoz90DPsDbhggZca4Q9Q1ImXyoAiyJAhJXaKStarJ6VDo0d9z+z7xbBnYz+fg9O9XgZ//JvA/To/7v4UQ50KIlznnb77rASKLEkMmQGpD5x22ahBeMo6e3o+oCD6MhCnYIebEGANdclSuZBJOZqiMoZxEUmlsNeKU4uA9u35XFJu+0BLPWsH6vMU2wBRoUE3uf8PYTUq3TM4RZYrXd0gDIincrufr158xphG1eMZn33yBWLTkqmZUIGuLyZMXeHQkP0IoaUO1VtTKELVFpoxIAh8S3eDRRiMjuJgheRAKXddYnZEYtC+dUmtb8hhJLiJSwk9f8M51dG5gDL6Y95giIJAhUdUGIZfF61yX7lQrhURRy5o2jhhpkKkIKNyQ8AeP0YKUJdY20xxBF9bM/Plxj7n+qu1dXezpv+D98T6zss9a+6CAnhpezfc77ZK1rtC6xGrNKUBZKEjFwXF28MtJENKsHnRTATOTD/hDOijcd9Rxgg6UeqjQBI5UzNP3+JgqVgbremJHTZ42iBJGnSMpeJIsnh0pB5hFXDkhclF1Bh8ewCen+1w44Xr6PuTyrRDySG+Dh0k78JAGWH4Wr6A0KTVV8dotFw4ZMcZOx0aQUoP343SRhWLfOnX/00XTT8dXKogu4v1IfQmLJxVC7Nlsr7h6/ZbDnWTdvsSoc6q2xtQWrSHogLGKm6trOrcj7OG2f8svvvojqrVFeNjur3j79jU//b3f55/9K/8C+51HG0kQe67uvuBF/QG1WJb1hCsrr123I0sPCvrDnuscGUfHD37wY7Q0GFODjKS5oMo5cNugc8XOQVsJVnaNDJbRKfa+4vl7K569eMZXX/4xMRnWy2cchlvc2Jew6el8MVpydnFGOBzwQpCR+BjIWnLofs0uhqKsm/8B8NvAf5Nz/n+EEP8u8F8IIf5T4P8E/uOc8wh8AHxx8vAvp9u+s4grIVnYGucTyVCod6EYTonJy1omQ4iR4MskPpPwUhbVojPHZIwsEjlLhCpfrtE7nKnxStC5iA+ePmYciloEss0EEeh2O+pKs2xbthuPQaKrijEn2Cey8oyhZ99vabzBR0e9qJApM8SOrc8M457Vs+c8Xy4ZRMIqPRXxTC01UmZkKnCPEpq2XpKDhCC46/siREGRU2Z0vsiSU8H17ezDISU5CEIfkSGTPNMApifGSOcOeEIJhTUF89UKrLIMgKlapMj4EKiNobINMiusaZFDX7JFYygSbE/xkqga0BVaWWbHQ6Dg4yKdFPGBefU4AAAgAElEQVRfPdg8pag9xmQf87NPu+95mT8X8NOh3nz7zL+VU2ZmihE3BnRlgfIFyUc/DklKgRgTHFPNY4FaJrHOPKSci/BRfXjCKZ+HqTGGB4lD8z6+670jy75IHvpnx9l5M7pCHc15mskU47QcU/HCSSUyLceCV0u4d2Fk2jczXWDnbHNZ+NZlv+WR6vkuOEUIUYJ7k0D6XFSJ05ATmRBJTd26npJzDNYaEBXGCIzVdAc/HRtfLHQj5CmBqihGKz76QcPzFws2my1f/uEf8tVnb/DDgmfnlugWnF8K1FphTU0kgoLr7RXXt2+J28xNvCaaga+uvmJMjmqh+b2f/n+cLZ+ysEs2tx3ODSgbud29oVvdsZAXyBxIcgQPwR/Y9dclsEErvvjyik8//QssVw01EqWgHzoyASMNRpVcWZkV69rQGInOUDXPyGeJwzhy3e84DBu++Ok/xA+eRhk23Y6ndoGWRcGdJ/aOXkqevXyfw6tXpJzZOQe5rDxi/jXHs+UCwP1FIcQ58L8IIf4p4D8BXgEW+BvAfwT859/3hYUQfx346wBPntbFNB/JerliGAPb/a54llhLGqGwB6alvxTF6VlIhNJEr0EkkiiWm9raEpRDJKXIGDxJQiDjUmTIBdtz0eFikeEv7HM++eQjCCNPz9dc3V6xcw7hHavVijHucHEg6oBtWqRPNAtLdA4ferxtcCKxGfformapLK0tzIVK1bShQvjpCzzJmMsJWlRp3TBSr89JWRGyQ8ZMlAItJSEJ5OSpobMsWZvDiE4SOSTC4Em+FJrOd3idkEoel/pCCKzRLOu2xIoFT3c43Jvvo2mbFkuBs3woRcP7yGp5zvvvf8pHH/+A1eoMa0saSYrwoMkUD42l3rXFE1jsdAA3nWNobY4d+GNRzWm3eApdnApJSiGdRT/lIm7quhTwY8Ga+NgT91gqmL08lBYTHe+hgOUBri3Fw/1KmRDSEV99jJs/Xm1o00BOKMqQnWhwsocw3SfEI7sDkZFCFBfJ5Mm+yOzJ/tj9n15o3gVhCXHPTjnl7J/u3+OtwBihLPmJE90wMc2A4WhjXJ6raRqkSgxjZHQQfIGjuq5ndD0pzUlARQmrtKRaALLHpTs+++pnvH27R6fn1GqHDBvQFVbU1FUkxIAQma478M2bV4RNZG+uwSSud1cgBUZWbDcbXnz6MXe3O0yQ3KUdORcPpUN/YCE6ctJoeoTVKJHY312zG7aoqkaqJR99/AJtIIWRFAPDuC1eQroqxmUpFngzS5QaiUGgVEXbnPHk6UvOhs/4/PM/QFQRESu0rohdpKpa4ijRMROiR6EQStAsVihzXZ43a5TVDHHELn6Ng83TLee8EUL8beBfyzn/V9PNoxDivwP+g+n3r4CPTh724XTb4+f6G5Tizye/dZGFlzzJgouYCIumYI9RI+KSC6sRKZDzwCgHtFZ47xBBYXPFnbxFJYVwirZeYbIpg0AZuAt37PdXtHLFU9kiF0vuhpFYK0wdEWLDRbvi0+oj3qveJ9lA1gKChcMbkvKofk+ILclWDHbkJlwhbUKfSexhwXineErkVSXZCLC1pVcGiWBhJN04INszpOgJLtIPkawDVa3Y7zuij2yVwApNHSQhCsbkGWJAjD1GGnpbOnSCQHpQXoHPpCGQRk8fi03uGCDqhAGESsWvwVjW63NqbUgysxt2HGJP0gKN57wpFgK9siQVuGwX7O8kC/sCaz5G648Z9VO8rvDKUGDWkqFJnvUt5TOaPttvDc/I+WgRKybaW4qFs55jROQyvIL7HM3T4eAcyutjwvuAtZbgHDkVJxhrLEIpchRFcZtGlPFIRipt8Q5U0gjh8b4Mq5gEU8cONYLWE2NhNpGaHfemYahRGu8CWmmEtKQYyTHgXYdzI5XSWF0hQzGjEjmhZCakrrhN+olDnmQpiNpgbI1IPTIMVCaT8gIti0+8BKwsalYhfcnzzA5p8tTBB8izcrS8F0mRrxePE0hZFzn5lA9qgyuJPTA9Rk2c9OKyGHOHyMUxkWyKbVsCITKCSBd3BahJkGTxAck5IXJE4LF1oRv6/Q0Ht8W7HVrB2PUQIk8vntCPT3Cbjs+//jnbrcf1lyj5hHF4S2euMMNfZrODxp+hZMtuF4lJ8Ob254ybNzTvGWzd0iwlh11i7AONqpD9jptf/j7LPHK7fEVnIsoP9NdfI4xlzDXdQrJInlgFduotv9h9DneWv/Tn/zm0yyw7ya7Zc7fZkbrAYvUUq6picpUVvcxkE6lbwc2NY6UqSHsaP8K+J/mGbUqMzTX9duBT+4zlboXtz8tso5Z4Xdhuy3jGy3TB1eGOJAXbMKKkZdEuvndd/j7slGeAnwp4A/wrwH8549wTG+WvAT+dHvK/Av++EOJ/ogw0t78KDweQSuIYke2qpJBryRhTGUqpmkZJRCxFbRwdLoaSNqIlWipCLCwUQ8HlbK04+D2IAecH3HjHxYuGSpSAVtUuyU1NliMqDyzaM87XK+rGENGE5KnrmpfrD8gbyS8++yXrp09ZtStyKGKRIq0EayXtwhBzpmkq4rKGHEgExpRZaEnTVLSqQkaBy4GD68iirAz2Q4/3nlZbaqOpUAjlCEoXCbKLKGuIPiJjyTxUsvhfkBJJa2QuLm9ltW6IlULahNJgrKRqKharBVXW5CmY4LDbIXIJWvbDiDYa33fFfEfIEgxrDeuzMy4vnrBo238sKTB8m/f9GAf33j9gbpzK7k9VkaeqyVMa3xzFNnfM06syDANMhkL3hXhelSTGcUp4kvf5o/Awq/MU4vHeH4u4mjw5kkgP9i+laSAqUqH0TYi0UGZSw1bk5Io5E6WjTRPnWhuLH12Z6QiFyqFYmOVATgFBQk5eJ4GEdwNKGvJE+iwOlqJI87PEi5IZWfzETz+RRMG7T2T0E76PKPBYFiCELIVZppIFKSXD2CFkRMtMnL8DWZx8luM0dE5IFRExkJJne3cLwrPZvuHm5ho/9nzyySecv94gRM9nn33G3XaP4oycBUOfkCoj7RaVJNvNgSac06cDwsD27hpLYrfb0PtbchJooyFCJRLD/pa7fcfbFOmfd6SngpASd/st+3bHImhEqMEKRJYYUzF0hcnVtjW7wy1n9RlvXr0mDJ7LsydUtsBzx0G+L2HGIgmCG7k73CJDx67b0/cH6koRDwNu71CDQNYS7yM6iSmKrpzf7apBV5p91005viNeBLSyR7Xn99m+Tyf+EvgfJlxcAv9zzvl/E0L8ranAC+B3gX9nuv//TqEX/gmFYvhv/1kvkMlc3b3h2cUZtBWbYWQ3elRSWFmhY/GD0MozjIXOlBFTYGyhPHkfyAqCCEgbqWwuQxXfUbVQLwKNzCgFgYpDTsQssbalrlZIA70/IFB0Q09OihQhDJnV4rIIfHSFShC8L34lMmAbja0sBy85Xy2oVg2dG9kermm1odYLrC5doM6ROIkdfE4chh2H3BNy4vn6CY02xDGcFLCCSToXkLp09hpZ3BEBRMFY1UIi421hJkgIKuKlJyVHTODTiCdwZtYoq6icQV4EdncHVJQYIXDdgTgciM5h64blcom2K5qqZrlYsGpqxLzM5yG9bt4en3fvKuLz748l2EKIY5TX6WNOGSpzMT/li59i5zlnfBinrn0OdFDECaqIyRPCcHzO+QJwKu5J077N96mq6kGRP7JWxMPA5rmIO+kRmCmbsRQKKYuy8/i+KAVTICbWjEVXFYnix12JQoHVZEKOxOAQogxV/dFjyDPL/ovD4DzoDAjblotEMcMpF3lR+o48y+i5/zy89witighNTx7zxe8RaQr7xLkBqT1CQ87FNqDkkIaiSVMUSDMFQtzR9XveXn/Nn372c86frNjsb9mO19z1G57qNb0rASVvX7+l2zsWBqIQ9LkMmIU5ICLkJNnJnryWtEuDCCNVbXjTv+Lq7YZnzz/GGkPvBiop8f0N434HyzM6FxBegJEMYiTqgFICkw1KNgideHrxjMuLS6p2gfMHOrfl1dWfcne34emTJ5yvVyTn6LuBLM10TsYCOWbJOPY432PTyNX1K0bXozQICgPJqAbvI10/EkZHJiGFwpvEp88+QlnFmByjHxhwDDLSGH1kYX2f7fuwU34C/DPvuP2vfsf9M/Dvfe89oPgsN+uaUSde72+46RObrmcpKmQS2KpFyIjH4QKleAnIvkRUyQnvM5WmWhhc7pFVJA0HEgfWaxCqAxYgFN4LBi8YnaNZLjjsA3u1IR8UUhh2uwN2uWRZrzGy4Wx1SUr7IsHVDd1+JB4OPFmdsahq/BgYnUItakxlGfs7rna3SFvTmkztIMoSrpBzofJlEbnt7ogy4U1E5UByA8GdeDErjdSCrAQhJrQUWKmwUk52o8XkqTI1whZf6qwMLju6mHGuJHbHnPAhYLVkYVpkgHqt0e6GGCNNVbPpN1RKUa3WtHWL1kv6YOmHKcg5PzR5mj7rB7+/q3l414Bv/jkbMx2pePJeNHOKnwPfUkWeMkFOB43eF7peObWLT07x2yiZjm5KvZFS4sN9h3/a/ceTrksIcczULCuRh8PZ+8HsfVyYzrE4/yKKICcJRNZFkUeYOOJpmiOU/TdmMm4KiewO5XwIgRxPvszTaqXYwQpiKh3xMBSnRaMrlFYkaaYufxY2TVJ6xEm+5vRZ5KKtyExDYjICXfDvLKbhdSSmsVgFqFLg5UQ3TEnigiOlSEqOYTxws/2K/X7PzeYbfvmLn9FcNbz38VPUIiOkQz+N9Okt3Sbw6tUV/V5hjEdaj0cipMblLf7QFxm6v8H3gi7csawzplYwBKyVHLotjYmcn69oo8L7A0aOdNLTjwN6UKhash+3dGLLU/WMhawxVUtUgWW9ZrU4JxHZ7W+5lpYb9w2r+jm1UgTX48fAMPYIOUX3eUg+4VKgP9wxxC1WJa5u3zCMHqcHYuypZE2lKzbXOw63gTNZlyZKVQgrWJwv2Nzc0o89kYfe+/nPShU/2X4jFJveexarc6LK3O53fH0z4L0hHu4QMrHS55Aky8UZX3z1FaYu7oTRBZQ0uJmnS8S0hXPZj1t86FFkFguwpsZMHGwpDG4cCBH2u554LhjGESEMIiW0qbCmIsaMkhUiKRbKomMZngUvsfUaXS8QUlI1mpBH8uhwMdLtNmx3O6KxLKziDMUoDC54okgMo8f7AU8kiBLN1A97xt5jaWntioU5Z+gdznusMNgc0EZiEZNoxxdWiTasFyvOVpMq0Ei60LHr93RDz2534LDbs68XhWMfJRfVis3dHa2s6MaeqErobepHXEi0zRk+a7RdYdszlC4KyMI7Fg9ONjgZ3p2wU94lJjktjvcBx/eFLJ4UxseDy3d15I/3YRxHQihF2piK2TI2xqJc9X443ldMlLuZmVLXddk/Cv6ttWa/3z94rdK5ywe/w1zcpwtPzDgRUTJNtMGSzzgmh5BgBfgwlItW2RtyLhzswuCWmOiPEI6ycyxbWZUoI4qlwPH9K5TmaCEgpaTP9+ZmYkoEUpPRVsHQixXtvJVjXvaFnEkpTkU8Q0o4X5Ksbje3dDJj1YrFYoFEHCGUcpGM9MOOzu3o3J673TXO9Qw3B158dEG70rCusWeBzt3w1asDX3+e2F8lWN7R2YyxDXfdjrbtqbWhagw7NZKTgjbjE3TeFyWoAud6BIpl1WCtYlADsi6JPf1mx8JWyHXNPl6R7AcIE1iqumhTYiCGxM3rt3zw6Qc4N/IHf/wTFtWKv/Rb7yOE4G53Q8yJXX9g7BJPnz5FmwY/Rird4PyBvXvDYbvF+VBW9eEWKxTYiv3Nnh+99zH1EvzdAURin3e8/9771I3mkAPLVY2KkUAkywRJon6FzuLx9htRxFNK1HULSvN2d8Vu8Ji8IneBgGATFOdPVsiqpmlXdO6AViWlWwlJigGpJUP0jMFjTZHrD95hNcjcIPKSFIvybnTgRkE/jrRtC0iEqtBCMYZIXVVYYxiCJ4WAzNBqS2srDt3Iav20KDdRCG1QOaMaicyS5BzLuuJqe81X2x0LaVDtGq8Eu8OOkCMjY/E1z4EsPM4NvBreEJ3E4llVkmW1RmqD8BERShpMCacAiPhYhmsXZyuenl8i6nVhAKhEMx6oRcUmbQnSA8WbYeh7jDIYachDJnaB/X6H8pIkE37waKPoXUYYja0XnF2+z+r8BdouiCeMkV+1PYZETv9/yvk+pfKVgpqOGPV3vc63un9xH5jsvWcYuyl0txyzI1YdAymHBxL50/0qak+Liw5jzPT7fYDEY1bH6SalJOVCM4ypwBfF5CqgpIDo0HlE5FhEPpOoBphyF0EogTS2rE5iNfG9p1UH5biZnKlSwqrpopnu04VOwW+b44OVAlDEOqmIxcSUJ1qEPw/fUzEUC9PzFXaKtRXe1ShlMBr86BmGoQx5vcO77ghV5RyJjPjUc3t3y9gX//rubsfZmebixRPqNnC33/P6mx37O8BBfxhohSDhOIyR3e6AyolmabDPG1LQNLoia0FSApHA6ordfo8PmYuzM7wJ7OIOW4ENPU1KxM0entegPV9tf0EbFlyIyxJKXklurt7SNg1WWfaHO643NzTvt+z2W1wecLGnbisOh5HkJbvhjucXH1HrhhwTUnr64QafB1Znl0irubneoEXNIQwIkbh47wnnNIT9ns3uGikElx9f4MaB7ea6wCc5UQmNMKrki/p/wkIhyAKRJNvNjtE7dFUhHTRWYcbI7//0Z7z/yft89NsfAHLyHi4xZiWYoVhWZqUYvCNJweHQEYMipMh+q7ELQ4XFe8HoZPnbtFL13rM+e0Jlat58c4XWBZpo25ZFU7PZQSUETVWjVVPYJRGE0FhjIQSyTBgELnlWiyXt2YreBw7es1g9YZcz4XDARYeqNBjo+44x9kgih+xJAnZ9oBvB19DIFgJIoaikpFaKSqdy0bIlQWXZLlg2LVIupy7Vk+YsRBy1qBmcZ9gPeBHIIRfIMwn84Nnd7VFR0qxrUhJc3+7YOcviYsl5azDtOXZxRlYtAvdOLPzBR/mIUnd6GzykC57+LB7Q8Vc+9/z4x7j8jJ0Pw0CMAVvXkIsX+3yfEALj2GN1NcE1HiHvu37nXBlaZnOMCDv1Pplfe5acn27FsS8VVe0k6LJSoXPAKoVMI0qOCJHQWTC68VhE5SklMUtyUnhRIRBoZfApIaQiCFE8YLQgTiyeGRmZi/hc2I12D8RAMU40wVTmLUqXXMr7Dny+OJa1lNKFLVT+puj7A1XV8OTiBTk6nHS4MeBzgVGUFIxjz9Xb11xdveKL7ed0Xcebt1c4l4pmzSV0hNYIagO7Q2B7VwS0MtcYpVAmkExmPBy4ebuhqQ1Ve4E2DbtwIDvPanVWznFXouGEKuHifRzRGq66LWd1zaWquXjxAnNmMQvH4lxz980rXvXnrN0lfROJMvF2V3jiV2/esD8cEFpRrxYordnsNry++QZVay7On7K53vP27Vv+8l88w65rRCq6rc5tMbrhycVzDl1AizUEQzYOXSuooF0tsJcL0rVHVAvOPlixe3XL7vYGHSWEiDEKpQx9cAwH9yu/B6fbb0QRz6kM7/b7PUPvoK64ODsn7vZUSvLs2Qtev37Dj//pH6N1EW+UFBSNkQotJEko6rN1MbmSEYThycUzrAp4B7tNZJisbE29hGFHCbzVkxJQAord7sA4elbnK2SSRXwhYb1cYqSi857l4pzoilGW1pphvKNermhCYtz3CFtTt0uqhWNwge3dnrhc4FIkSUG7WIAMbA/XeDdijEJaTRwy/X4khj1un7iwDhslupHU6yVWaayOBFwJS04ZMQUFWLm8xzVHSE6Q+ojOGpEDfnDc+Bu00CzbM1IsSS3ee6KXtKpBSM3t5hrZS1L1jMtqiTQtWVSElNHq+y3xvquAwz2kMg8J4Z5CGMJ9WMUpjPH4ueEeRpmfz3tfwkH0Q5aJFGXwF6PHOXcUbHjvCy98es4jP13J4yrh1Cd87t61fncRn9+TCmDmYOMUENERU49iBCJGV4xhxAd/HKaOziFUCQdBKaKsilEXkjB5jIfiK4sUuoQCixJscOymc2GYoASIkl+p5ckgOAZyNhNvXB6hL4F4UMgzEJNHUgb7xNl2ohxLJKRYIKsUI/v9jtubr9lsX/PLX/4Bm+01m/wK5xx3d3fkDCKWoWqtFdl1jJ1nc9sTPFysn9KunrBcAOZAlwNChsnXSLNYNvzkp7/HxZ+75L3L93BhpLKW4BMp5AKrKsVu6LBWk41g+eycP7/6mBgEH/34E37/m7/PH/3s9/jhyx+yxGKU5GbYshv2mEqzWJ+D1QzjyOeffcbTp5f4OhQPHivZHXaYyvJ2c8PXb75hGEeub2/Y7T0QiMlBlORCO6CyS9yYoUqMyfHl6y9Iw8CHz59z/uKc9lyjGsH12zd8+fkXLFVNtVoiVVuO/+hxXf+9vmvwm1LERWbjAre9JAbJ80rxtO7ZL0faes3SVmwOb+Fux0UPxtfEaJCrFXunMSvPuaqpRoNZr7g2gUPsOLcVTyP84VJyuN6zTL74XYQdMg8gRm7HkQtRc3V4RT3U3Oze0tYLKitYCovabTH7DZzXpBwYxwNKG9rmjPPmDBkk2mk6NCFsMWrHkyzJUVIj+KLb80eXHT9WFe9fXJL6A0jPjXpDV70maLDyjHOWjAJ8D7ebDpkdd+7Ah5cv0LVj133D8+UzBJZuHxFBkn3H0G6pZKKz35BSYhhGXD9BRt4Qwzk5w74LnDeZgx/JbktInqRByjVWPKXOL1itA+699+iFoVl8gLJntO2SSkEtMzGfenmffH5HTPwe835cxMssIqMmk6aUCr95HghKUYpfzmWBX0RO6Yiyz2HGYtqHmGau+EhMpUCnOGJMjZQlWcn7QIgDKXn6YVfsB7Iih8xwcGgtSxKMi2gt6XYHROMxuiEnA8IQp6CLWGQvqChLQRWR6AeW7YpxdBi9gCxZGceiTlhzh6JHZs9+21ObJWQLxlDVS1Qu0JHRlpAHhDYIrfEhk+Iw+ZNMMWe5DLVFFgjhS2gBAiECRxOyLI//zzMT5tjgJ5BVwbtzJol7u9wUY/GYzwCxHFtvjga0TFx2FwJZtwzDgFADsRPEsaHbbPjyl59ztf0Trq4/526/hXpEAW1d4TcjKBhCpHqyZqe39Aycr18i4ht+65NPaTLY6ppsE282sN0ucB/1XK7WfPn5Z7TJ0A41qgOqSJ/uWIsXfMEVMLI+RO5uDxwuFlx+uOLluOFNzPzLF7+NvZD8nT8ZeSl+zOaw4I+fOz7kc9JqA9+A9ivC4ZrPvvp/uT5s+HM//Jf45g/ueP72K7oXmv3dLS9DoB83/KT7griK/IPu/+KHd4YbqVitMzr2xJi46V/hleWQNqAjrrthLWpid801I7Eeef/Dl6zOzrn+8mt++fk3pOcv+dyNqJWjXW65sEtW45rafAz87HvVz9+MIp6BPMdclV1aLtYsXqwQo+X55XM++9nPubm64dnT51T7Ldu+xxjFmDN1rdGUjsE0NU8vau7GO3TToqNAuB19f2A4eKy1rJcrclV8ybvuwHDouL29Q8QDQln2u57kI9265urmlrtuz7rbs90dGIIkU5G8ZmFXWKkISrFzO7rdLX6/wSeFriz1ckG+2/P29i0Xvef99Qvadkmfb8khT5TB4p0RQyaFklgihJpcGANd8JgUuN3eouuKi9WaN5sbWm2J/Yjkiv2+QzblS+nGQPKFDyx0jdUKVSnECGGo6baCOER8GNnverLMjGlPc/Yh9eIl768TQRpWlx/y8sMfsFysixdJzt+in3yr2/6ORv0USjnFsE+DdB937I/ZH48vDDNeHUIgRH/0T9FaH1kv823zz5yhG3tQkrvDnsWiwWDwKeLGsny1prCxtZqMyKYuO02sFB8dzjti1uRYzIuEKCKhqqpYKoNRsSz5SSihsNbStAtEUniRGccOafQ0iNY0csHgHWRZApAnWCnNZmAC4ATW4f53MdsAnNge5EermMdY/ulxnlccp1tKD4fSp/mYSikcmYjnbrfl0N1w8bQl0uB7zapestdllfXkcgFeEF1C2mmekhXb6z3WLGgXS1yKtMbQ/P/UvUmMbNmd3vc7585xY8zIOd9Y9apYxRpZLJLdJMVWU25D3U251ZIB2YYFAzbQC28MeCF4qY0Ae2FYBgzY8ErWxloYhg2jbaoltZqtbnc3Z7JYrLnekC9fzjHe+Uxe3MjhFclWCbAB+gKJFy8yIjLj3ozv/M/3//7f102J0gQ/FlRljl95TCenJL2Er33t63x4+gApQVUFTmqeefZlHvz0MV3fw0znNHVNPp2zuzGA+ZL8fMaRP8Mv+zx4vM/ffOUrzJXi4dEh+7GjchAHQ7Y2d1k2R+hzy3C8TqUy+mtDajXBEynSFRS6ojSG6eyMsiw5Pz1GjZ6F/oAHB4d0uoL5/BwjO2gvQNscpUukEAR+2OrKS02TN+jG8GT/GJ3lnC2nbGzfZiMOcX5BICzdoMNMa9ynH9j85QBxgChKSBKfvKwwxnF2NsEuLOvdHSIZsj3eJF8W3NzeJk0TouUU4wnaj4pGBm0I8tly2v5Baaicx0lVU1UZqilQeUHTBAhhiKO0DYytIc9zFmGNKgzduE+eNeSLJVlZMMkKnBQ0quR8nhOEfZwoqEsQMibyInTdcFaeImxFJ42JuyHz5RQv9FlbH3GaZZdNqKqqqVxFZUtM01p8atXgrG3TexR4eGgp8ELB/YN9Br0ecRAxqXOCbgcbBShLO+GV5ywWSwj9lZrAEQUBgR+RdKOVO5plbdQjmgwIZEAU+AShojYhOiyZZBmzbMGLz/06W1GCCCLGm7sIGRFFHbyLsXXpPnHVrqlSfg6A/wwAX6vKr7sE/qIor096pTjXZka2z7vyTbnun3J9wbgO4q2yROCJgKqqVt4pVz9fKbNy09TgFJ6McevXawkAACAASURBVK71KxErzw9rLbNySRiG1FWNVZq0G5GmKWkStXmuuoU4q21rLiYFaRq1QQsCgjiig0M1+qq560u6YR+koGk0SRKuQohX4dC+fxkq7JxDPDV0dQG213T3n7hOn1QJOXvNa+XneN58UnX0ySapsSFFuSSvpxiXkUYetpeisw5xEHPkOYqioEg9sgS0Lwg7AVpb4rhLVS94fHJCb3ST/KQgDmLsYs5QBnT8Ls/dWudoGXPswfrOLrkrqJqMoBB04gCra06yJ3S7CeFS0SPCE4ZltiTv+sjasCFjPpyf8N5f3GfrxjZ31jfZGK3zxx++zaJqkKbDaLzJ+to6yycn9Ieb5DbjeHbIr7z6Gt2FJRhBL06YHJxyXmVok+NoGK/vkaz3eeuDd8EruDfeQcQNlTslLw2ZmuEHjqbySeIEstahsrObMjtZsLe9zvHZAeEoxYqaxPMZpSlh3KHbG2Lymon5f9k75f/ro+VAHXWlscZR5DVJ4lHnNcvTB1R5htGWk+mUG9tbjNe6bG+uo2zDLFtQe4ZWRe5RGonTPkbDdJHjakVZ5VhncNKgnaNSBYFonQ/DMMTUDmUk2kIctgNHk/kZTdEwr2qCVLAolxgcnhOcn01p9AJkTBiWZFlGEeSEGLRwVHWNtWAaje95CGs5PT9jEPZIhGybMe08dNsos4K60FSNRZUNqoE46iB8r/WJ8SSVZzkt5oSdBD8KqEpNGIQ4J2hUQzFvOTRfSFwSID0fhI9WhkWZs95J6HSD1oEtiHCiQ2/QpxclpLVitLFBun6Xra0dlFJEYYy1XJOjuVbhcO1ok3DgAsx/XsX3FIBcu/3J6ctPVuKfrPIvvq405OLSve/iZ19JBlvq5pOTns6BCAyzxRSLo1YV2nZbnxXjWl8U204pXjzPkxdc8QrQRCsJnE4npEkra+t1E+LAw5iawG/DmoXvE4QeRinSTkqZN8RRzLIsCaKIqm5otCKggycDZot5y3F7Hlw0b1fnpq7rSztZYBWGfeWDcnVuP2F18IvOJU9LRH9GdeOeft51e+DWL2ZAXp5ghEb6cH46hcYSGp9eIqiHKVJq5pHDizUuDDidneAfG9ZkTOB6TKcZXlqhpWFW1nT8CnW25OZOgrE526M+FkW6nrbVcRIihSINfc7nBRUZSScgnFt62sNYh/baKejceqSzOceDgPNAcVt06YYht9Ier925zZ8/eBfZRGhjmC/nrba7FuTGcu+lF/i//vh/59WNPW6HN8jzKZmYM7U51mQ0dUGaPsOT5SkfH37MK688xySb4ScWZc9aaWW+BAxxGLO3fYvqeMb56RRTGTY2Nzk5njBbLsl0yVrcpe8L+lLQj3sIP6U3CPg//vnv/wxO/qLjlwLEnYMib6iqBmMcvh8RhQn99TUevveE09NDrDbMzieoOufzb7zC2rjPYJjiUBQiIhNQB+CQJH5M7bXG9I0U6EbT7XTBC9uYLc/RmAaLI9QSY6GqDaEXo7SH9DpIL6Fyisb3aKSmQNI4QS/tcz6d4Acxy3xBaH0aUSE9qPOabhQhrU8oIyLAFXNkYygVTJdL/G4fG8gWZKVceRQLcD6es0Qybsf5vTZvMez4bTCGVvhCUltNWWtEYwi0wza2laj5nbZBi8TVDmUbCAxhHGFtw/HJjHDk0U/HWM8njtfpxRuE3XVuhF3i3pCwP8aKGOn5SBkgL8BMqFWl/fS2+zpgXADodbXJdfBtlTNX4/YX/t+f3Np/0iQLuPRNudCIt69vV3LBFrTruiYMQ4qiII47iBU/f/H7tI1UtfK8bqiqgiDoIYQgDGOKomrj/1YVd1VVBGHnqvr1W2mih6OuS+omZ2Otz/p4gI9BWIO/2glZ1eAHrSd7EIcoZRBSUtYVQRSitaXT6+OFEU2tkb7DD2OyLMdaSxKFK+rBXb7nC1371XmWlzSHMaYNWJYr6uMTvddPgrQU1+0FnnZdbIH6Z4eooC22giCgISDtDlBMOJ+cc3Y+ZfbkCYnLSHY7BENJJ4hIuwnr25KygdpqirwmXQZ4fszmeMSg02eqcvY29yhmp9TzM7Jsye29G6iwTzzuUTiHPZvx4uYeSi95Mj+GKAC/IfRjlmcT6vtHyKEhDjso4RBhSthR1AkE1rIWxEyW55wJQS8WDDb7ZGcelS04mRTUdU0n3WCWG+Z1TR00vPX4JygzIQphERhyDE7VbIwG2Lok2RoTDjscTs8YDALS1FGpObXJSToJi7MapSxrwyGddJ3QPWQ2mbKsc07PjhDWQNcSJwKhCpyNsHWC9CV//K++xe1nt3j8R3+pW8nl8UsB4kYbjHGsra0jZj55NiMnpNcd8YUvfAnjuvzRv/hDgmgNrRq+/cMfMhp2+dIXXicKAiojEYFP5RwyDOmEAZURlLZpP7B5Q68X40crkb/QNKbV15aFZpD2cUJSNZppOWett47ScF4uOKxPiKWPqhW6EITRFkHSxcNjvjin7ydoW2Gsj1CGosgJg4Smbq1hO8ZnzUtZhIZJtiD0fYQryUyFlW3UmcVhNGA9Yi/BodDLmiAJEKHEaIsXtDFSUrYhv0o14LU2nYEXoI1AIYhkQGMcpdbkeslgFCCDAVlRsu/P2E0GDOOEOB7TH99huHEXL+y1I8VBjddiB6apCaRoK89VtqKzP39i8xepUa7TJBcV9AWPfTEyDtdoEXs12n6dFrk4WhXRBahcyBJXTc0VkF9IDePIv3x+0zQ4NL7fSlBrXaOsoqirdsw9jkD6lLXCswqBwfit2iAI45aWsa0jplYKYQ3jQZ8X7t0lxBL57RC9tg3WWDwp8KVHGEQtLYQFp3EYtG359cSPkMInih1V0w7xKGPI8/xnewCi5bkvp0q58PK213YiVzuaf40j8FM0kpTycmjpakH9WW7surQzCDyCjmVy/JCz/CG5UXy0v08qMjY27mAaENYn8hKixMcljsQL6KQhvU6XQIAQNffu3uCBPITAMtjcpJSC/iBlZ2eD+2c509k5w9EW/WTIZ4bbZCrh0aPHlAmsWcV0YTk5WTAoFBt7AY1X4mQHKWPodpipc/a6Q0Za8M6j92ErZ297i8AzGK+itALVgLYCrQKiZJusBiUlJILJbIIvDLOhhx10EcrQixJ2R2v8yXf/gv7GBsv5gkAJbJnRqAmdfodOusH+wZJalzw5OmI7GjAcDkGVTOsluW7YXB/SCWuUych1hi8GhHLEOz9+m6oq2N7t/2tQ8+r4pQBx6xy+F7C+voV1grNqgaBNaen1+hxNp3RGCU3lE4cjjg8OcEjshdeGaY2DnKRNOilq/EYRCIcvHEnYQ4hVqgsSpR0maNPsfSMQJgTZTuAVZUka1u122zbUbTgUkpCqUSxrTTccosoKo+tV4ngJeoDXOGyuEZEjdjHSaAQSZx2LsCHLNbMix+mCQipUaFuPZedQRuCUw7M+wSrQOHYBnmhDJFRkwQq8FaZZBEYAYYyRkrIUaNGeB19KIMDKGOViutGIwFYUwlLKdQbJLvFwFy8d4jyJ83Rr9i/MasRDI61pc0gdGGkxAoQNnrpu13XawM9QI09Xd08bRv1lj/95fuNwAfbyqfuv8+EXhlpKKXzvKjihaRqENAjhoc2Ks17dX9c14Sqtvq20r+iX65y8c6tFSTWEgc/WeJNB0kFaRSQEPm2MWCM08tIZ0bvSmUvHhZO4Na0VgnEW5wS+H6BMO30chDGed5F1udrFSHmJy20D+WmNvZSytcIS8qnz9QuP1SSrs9f06e5KM/6LGtQX56WoT1HuCTZ4QsEBstfDhCWL/JySNappzHQ6Q8YheZ1jwwBPgO/FpEGPNApR6hG+bBhvdDg4mLDW2cJ6Mb3hiMY0LOqSvCx5Zq/LupPcIGWCRhpBHUhE46iyGmUkNpaIrkfjlVhTIlxKEYDRjj3RYYuYj+WMc69iXOfoZkltShqpiMIuxobMpjW6n7KczSiNw8UxdW4RnqAULYXV8UMSLyARPsL30DJEBl1kEKLJ2h1V3PrtOBsiwholGpb5gl7SBWMx0tLpx4jIp9/xMHaCFkXb6A08fvTe+9y6u0sg/3827HPxYdnd3SNJOxwd3EcpxeHhEecHSypf8+xn7jKdLCmzCnyf0eYmnvQpi4xFkbEwPnY4bA31G0W1WKIDRzKMiNc2yKdTvLB1LSuNAtoBjUiGWCOpmlaaJwrNTGZYZ/ECn26nx9JOGHbXqcucg6Mzxh2HZwxR5KirHE2GbiLiIMa30AtTEj9GYSldQxQsOfcysmzG0fkpfqpokhI/uvLiaLRBFRWhC/G0QCiDLiqMbh0Tk7QDniQMAmoanGvQxtHtpjSNxmBQ1mFsQygiYikRrh2W2Ny5w5Yf4I222RxtsdZbZ603XiW2OJB5G25r2mguH4FwGqcFxmv15HoV7Hz9uExQv+DEuWqIXVzXCzpAKYU1V46B16PNLr5aKs2/BPFPenkrpXAiWFX49rJ5eUG1LJdLwiiirms8GbU7CmNYLpcIaUiSiMrUrQcJjvlyQRgl+EHUOg8KwWKxAOcTR+AHCXKlPxe+RxQF7O1sszleZzzoE/qCCK/VbVtFEAZI2ya/aLsCf9tW0hfJN0ImWFfR+pm3drNCtF4w0vfwjX81lHOxyAmecrUz1j5ViUNbmV+c+5+nTvnk1+VjnfvEYtWazX3yuIjGWy6XWHvG4cnbfPDwL+j2uxgR8uoXX2SyL3FxRVMEZLMSGykaazidTvECD7RhozugPxoSxjvU+ZLn7z3Lg4dPEKFPf23MM8+/yOLkAaVR/JW/8mt8ZusO/aMa73BCZZft59b3UUWFcAnjrV12xiM6mwXH4owyn5I2KUVPsLW1w73ONsFkQe43nNuCw5NDlmbGrFkSRQ074xFHmcYRUFawaDR4MSpoF/s4iSAyGCHpRikBPoHw2djYIBfRauCptcWtKkvTVDS+QhBSqopGN2RFg+dg784NqpN9bG2xnmM86HN0+gQvFqSbQ/7pH3yL0dYWg0GP4cgDnnwq/PylAHEHaKOgylmPenTdkKoKmKoaGWjuvtIjzmCjGvH9D3/E4yJDzn/K1rJPZ9HhNF9Q6QQ/7tLp9bHzmsSl5Lki7ow4XWac6govgU7QTsVFZUK3imi0ZpEElGKKCDw8G+JlGdoUeJFjNIxBS7IqwQw97h8dY4nYKsZ0uglVcsJJcsymHhOpiDXZI9UJcceHwNHXfdbdBjo/40NZsh8eIBPLMIXI+ggXUzlwKqbMG2rjGKYDPF/gnMELQ2pdY1QfLRvyKqPwM1ynIXUOWQl6QZcy9CnrBm0FVghG4222xre5d+dFnrn9GQaDITLyVxWbhxAOWPmRrEzBhW2NkBrncEgC30PVNUK2o+IBDj/oUVYWL3JYm4NQSOuDjdDOQ1woI2zLDxun0FphTY11IX4QXnK57UPaf42FvhdijaWsqtaBUF7x7FpZytqQRgKrLNL3sCvliJTtlKWVHgIwuuTs/IQo9gnDGKXPkSKhtB4+lsRAXeeUZ0dklISexnoRjYbD/CPKwrIxuoUNPfqeJMtnJLHHnVt3+PyNNQA8r/VXUeqCwxc4zyMxKQ5J2ZTkdUG312upniIjTTo46RMEEc5C4Ic400aFhUGMwGADyJet4VYUrcbv3crz7YKjvrheF5JDZ0G2fQNPCBTxpbmWc7at7LGXjekgjK6Fb3hguNw5tO9FE8iWCnJU4JdYHMXCUjUpo50xs4dd5vMtbqzf4u0Pv8Mzt29QPdPl+/MHfH79RUQ04KOHDxiNtzk4mFJXBYMqwetD3PFx6V3On/yEvb0CmeTs84jx7l3e0hVnM8XmYJ2vv/IGo9JHlTP2ixmnC00cx6zPG06LOWtrKbtexPN5hzIa8sjCzDU4W/CwSXkz3aFIekzPFgRnHqWTvB8EVOWAIQppI/zRFvff/wEyiNhcG1Hsn7E27KLUY84HlnnHJxEJm8E67zfv0w08PiqPqEVG1QT0+iOsUejKkM+XxH6IF8/oeDOiTh8rCnTSUPoFnjfg4GCfYHybXIfseQ2PTyQ3dl4i4FmS4JAXn99BMqXKTj41fv5SgLhAgvOYTTNCX6Odppd2mBydsDnaIk1CXKZYLKek3ZA7cUQSRxydnjBsBlgvpj/axKX9trFV1nhG04t89va2mBUFoe/R6JL5rGJ9MKZZVDjlcMKCCMAZsBLVNFS0PuS1VoSDkDQaMzusycWStJu0ZlVRQuGDMhZXe+RZTSIbROjhhzHOsxh0G12lVwG2WhIFIzxpCIxEaIlP0jY+F2cE0qPX7dJPI0AyW87I65IwDojTBcsyo64tvvRxIqZceMT+EOmNGfd6jFLLzs4eG2tbbG7cYm2wybA7ptsZ4skALatrTS65kuBdabXlU02uVibWhiOsNNkixzQCP+igtMZYBcIgbWveZIWm7YVeVddKK5qmDXEOo+CpRuiVjWtbbVeqwvPaKVjtLEJfxZ7VVTucc6n5FqCv6cwvjrou6XQS3v9gnxdf/AxVqcizBt/zsWZBkibUjWWe5ZSqYlZMKE4L0sGQJyenlE3G3VvPs9ZbwzWKYj5hczTihRfucnNvm8QVl2B66Tbp2nPV7h4CKqXbCm7FzwMY46iVpt9LcCWoRl9VvvIiRs0iRTuodH0Hct0kTEqJ9IOnKCjprVwIVyoVK9Rlks+FedZFGg9c9BYu/Ffc5WzGxfc9z2FsGybRGDBKkZdLslqzsXObefWEtc0xYSfBCvjiF7/IWz/4Pmu3B0SLiLV+j1AKFuMRfidmfdTHKM32xhqesNRN0YZ1aMnxh4+4Mdri4bJmcXjOe/sZu90Rv/7Sq6zjEzQNRtcI4TCewYYC0YkIlcdg0GO9N2aoE0p7Rn5Sto3XZU0yHHN2dsZarx1mqhuNni/QekYn7PLM7h6i06GoFF4Q0wiPRw+fsL22TeBLCr2gXC4u+zpFkRHHEVorpqcLzrIZfrcPgcPSXstuOiAJfOqiJoki6lATdxybaYfIaUQwpdszlG5BGA5Ju+vAR+zurPMHf/C/8tnn7jLoelSFxfwbQPMvBYiDJJvV3FeP8ISk04nZ2V3no/23Ef6QeiGpFwsm2YL+MOX27iscHx9jakclNFG6zs7N51F9j4fvvMN2N0FUNVlZcPLhe3zm+RdYvntOEK2oi6pAWB9HTRB5+JEBXWONpSg0plmF8qYGkwmEC+jrhEotCBLB3ExBaCrdJawEuokocsPcVAy6DaFfYG2NoqGbCHwTo1SD1Y7QHyIaSyhjYu2wtcarFWs9RxSmpEkHrTSz+ZJFPqVBs9HfQLicbkdiRYIxEWmyix8M2OjcYbO3y+btW/i+z87WLr1unyBICGWEJ0IEAc6Bh2mTcKwGDB4CRxuYDFfxaS04mMuttjZtBaTljHxZIdVw5RvhgXBYfAT+yrjqgv9uqRNtdGveFQSt8dIntN9XVIrBeY6T81PiTkoQRGjjkCvgrqoKKSVN01onOMEVoHONV5eGxpRM5wssHto4HCHaQF1p5vYcrUrO8xlZNUWFBeWyYFNuU+oZpuzQjbo0WYFrYHt7ly+8/Dw3dtaRwuJz5al+0ZydzWYkSbKid9oEnDD0MQJKVyOdwAsDpPSpq4a6atpFSgik9MmLqu0/4CF8b6Vg0ZcKHmOv/MzBIa6du+vc+CXwB6vGpfABAfZpuYqzspUpigvaZEXbrCggK8BYgScjjFEsK8WT4322drco9BMMjoPDxww3Rkxm52zv3eGzn32Zd+7/mICIxey8VfcIRxQKnruzRxAErPcHhMayWJ7iVEM/SQi1YRjHFEmXDx+d8bkXPscLt24z8iTVdMqT+we4xnK8OMF2JLIToGRJKF3rCOhZ8kHC4ZMKlKSeF9RZhN2uEX5IVddMZxP64xGzZUEnTon9hHGyzklRUJaWk0UGfsjzz77A4vExd2/e5J2jB3ir3kZZFyzOJnSiDkWVo5UmCSN04GOwWF3hbEUv6VEsczzb0PFCbGjodQOkzNkYp3hhw7PPbvDT/YIoHLG/P2WRVbz/4Y+4sZew1ldsb8ZUizUWwgemnwo9fylA3DnHdDIn9lvt8u7eFqONHngwGHfYGW8xqWdkvQXZ/JwXhveolzWPTp5QR45R7w7n84xsWdLrpAxlRNYckTpLuVzywTvvsLu1wf50H8/zLnllbTS+8LA4pG0bh2W1pCnbTLzA76DKmixveK1/F7+yPJw8wCSOzF9g0aRVAkqilxZTFaQmw2IQXYMWisnyGFmFzOtDtClRtcCzPsZYuumQpsrodGKSzQhfhCjlOFlMOTs9psHiYo/aaJJySJx0cATUdciNzRd57tbrrKe32BnfJOm1DniB31bxFwBnrEI6A0jwPNxKkne9yrOmzfwU8vpQh8X3PZqmodvr8M477+CNHyP1kL31V1icV3TS5KppJ92KogG40hR7Kw9mnLjkr4FLX+/rQF5R8Ph4n+fuvUj7GziasmmdDa1q/b/tqrp0kjYMgRWIr95D5Ng/fMxgvM5kXhBHXeJunyKvcL7hMHuP5XSGtBrjKYpK89GD+7z/8X22d3fYTHp0gw6bmxt87qVXubW1TeRbdJ3jSwer2LaLhSdfZZVe3Nc0FSLwaEy7k7v4XUM/QtKqYyrVAO30o5Btmo4zYIVBSh/jBMYJlHEEUl6mwTjh4YSkzZZtg3wvKnEAubqm2jWrpm/b+/EvOe6rxVpKnzadfjUD0CblrUBc0TQOK2FezPnw/jsMxg68gvsP3+cnP/2Yjds9Hh7PCHRJqRqeHB9xa+8uP7n/Fs6ZdhG3NUZJxmsDrNXEiSQQHrPTBdo41tbGnEzus3vzOT6eHZL2x5wvl0T9Pg+KYz4+eczB+w8IrUcTCHQQ4yHwLXSTDkkU8tMP73Pan/PBx+9RNAW74z3u7NzkcbemLmr8/hAZR4gwZLTRRWpJPc0wlaQbD3l4eo71fV59400ev/MxYQ16odh/eEB3Z4xxlnm2YP+DA1549g6+75P2BlilmSqFlBUxiiSOCUS78A0GIx4tjmhKS1lojJrT8xVRbDjcP8M2QzBwOq8Jg4RBL2Zy+AApAyJ/HT/ptulDfPCp8POXAsSlEMRRwLPP3iaJIrRrZWNxJ2Yym/Hc+AbSCW7d28PXIW+8/Cp7m7fZ2T7km9/6QxK1SzlriDZjUIpe3GealaRRB2F98tkCE9b009YHOVvkVKZabRubVUHS8pj4EhtAOurjpT5zMyUKu9za3mXTX+fw209o/AZSIJTUM4NYSuzcYpRh4dWE3ZDYF1TOUVQVG+mQ9V4PX0RMbM28yPARDLoBIh6SdFPipEeRN8wmGWvDmDBeo3KaeZnT7fZYEy8xHm1w49ZtRsN1Rv1NdjZvEMiEQEZI0awAuOVT/cBbJbtc6KodvuxQqRrnNErVl83EOOphjEMZdU0xYtuGqTFkWcZbb73FD4//Z3719d/m1s5L9Pv9duvOhb+JJQz9Sx/s602zKEpWVTqr126/FwQBZVlirW29TsSSWT5rlRp+gq40TdNcShObpiIJ+60h1CoBpmka1Mpx0FlBo0sePHzIV778dY4OJzinCKOIRldUqiTuLwhCKBaGycGSeekwVcjzL7zEb/7mb/Pllz/H2miE0La1VKgXbYhG0NoAN+IKwAF6vR5FUVxSK2XdgHCt0b/TODzCoItuLKP+iKwukZ5uFx0EeqVKyeoKPwhgda2MaRukFw6FrfJEYIwj8C64a4vn+W32KpezVNiVkuZSQqg0aZpeNoKzLGM8Hq8WUnG5E2uB3BLGkqquyeuMafaYqG+JU8FP3v4+H73zMa+98Rts3E35v7/7TdLAYD2HsZa333+Xz7zyWSb3p+1OwlnQNcNgQBwl1LahVIpClnijDXS/w8lRA4uCuXbQ6TKpa771/e/SuH36xOxtrbE8mDA7npEywlQNaeCTJD5PHh7yo5/cR3ZC+pHHyzfucmf3WZa1I/IMvtTgB3z8+BFf/urXWC5LmlnFKB0hkphS17z9zk/xx0MOHj9AeJKialjb2GH+p0s2bt9CBbAslzgfTqendDodejIg7KSE1sMTiiI7o+elLBaacW9AHI6oykdEoyHLmSEl4P2TI4Q3odRdBoMxT45m9NMhTkgGgwEqiynLkul8SSTXyJqfbS7/ouNTg7houx7fBQ6cc98QQtwF/gkwBr4H/F3nXCOEiIB/DHweOAf+jnPuwV/22lLC5mYXT2qca7f3WdFQlYYHD47YKMY0fs7W3hp7u7tsDDeIxYjde/f48eG7fOaFZ/jjn/wZd+/c4/xwwtlC42mf0XCTcSdlESx59/G7bPS2cVrSTQYcZcf0o4jQl8jAUVtDYxQi9gmiEJF6HE2PWdsb8JnXXifbn9MNBnzx3hf5zoPv4TrQGXZpFg3LWUmix3gyYrrMCQY+82VD0PHZvXOb2PYwleK9j7+P3IgYDAS+bnCy5tYzz6GVYDZ1VKXAaIjDhM2NMevbO+zcucEz955l7L1BHMckid/ukG1rxG+0bif6TNVy0M1Kh7368FvrVs1Diyra/EIwYGuEc0RBRFPlWCOw3hX/am3LlxtjkKvGV+WW1C6nrEuoBaEMcUJjPYFzGlN7lxTKhXxNiNV92mIxl5W4c22Iw3VpYG5m1KrASMsyz8FcAaZRGpy5og6cw9hWJ66uced4UOuGoq4YjMbkeYGqC5KupHGacrrE1tCNBugObO3d5I1Xv8DLr77O+voGsavxtSIM/TagWCuE9HECGm3Qn6AuLt7DpdxRtKHFfgBPDg95fHDMV3/l36JWjqKqWeYZ1oLwJALaCEDHSjbYArEfBtSqXZTDoA0ivuD/fd+n1uqyp+CtQpKf+jyJCBytU6WxBKFH3eQrx80lSSeiKJd0Oimz2YwwiLmwsrXOosoSoyuqekZWPqA0p3z0vQfMj3N+/cu/Tdq5gVZzhv0xdXnMssrZvLnFSX7M8eSE0XiTVOG4EgAAIABJREFUuq5ZZFP8SiOWMzouJk58huMhhddw7/Nvgl4iT4YczpaIKCVKBszPz3iw/xjvRsUzL7/M6f0TdMcH2+N8kSHCCNtUvPXhx7iFJJQ+s/OGN//qa4wbmBydkI0GeNbS7XbwwwDr+5zO5/TiPi+8/DxBbvE3Y97/3rcZrvcorUKYmkWWgYBc1vzaV3+dnzz+AAY+/VGfYrZASsGtWzfR2ufobILX7ZPEgsFaj9nJOW+++kWO9o9xIqI2Cg84PV5wspiQCsFwMKA/3GBZGdIgJAi8NvildvR7WzinqE3MLGs4OJp/Wmj+N6rE/zPgHeBChf5fAf+Nc+6fCCH+B+A/Af771b9T59w9IcS/t3rc3/nLXjiOA565u8nx0T5JPCRKepTa4vt96qagnHnIYURRVe1AR6mQxmd7b5tkvceNnSEvqjssqzmYmtOzE3aTIb1kg9oFRFKxOd7m0cMnjMdjhJFYI6krhRe3vuBOelSmpj/ss97fptcdcfPFPZRsePu9n/Cs32UxKfn6V/9tzs4WvHP6NlVY4BrBsNdHnyc44VM3BafzObfv7LC+s8443cblPpMP5sRyTKmXBIFFNTky8oh7Y07PSqaziqrweOXFr/I3fut32dq6AQgMoLF4KsH3xdUgh5SUTU0UiDZod3mRr6JpjEIbgfAuXPFYhSA6nFMonRPGjuVySbmYEvo95Mp3/Cp02FKW+Wq73iolCC1Ii7Gq9c32PIxUKNcCuWeiaxV4O0zleawqS9NWpu7KvAq4HNiJogg/kG0ANJZlnhF4MRiLUm0V7vlgzIo/F1BdBjdYpGwHXn7w4x/yymuvtulJTet0aIQl6Ql+9M6PmM4sddbwxdde42//1a9y98YdunFEYxTdQCMqTZMVeJ2YWkr80MMIQb1S0Th15fN8nY8uy3JlhtWqioI44Fv/6o/48q9+rQ2nlj6qMYRhTK1aP24hxCoEu+0baGcRq1CJMIhbe92q9dCo6/a92gC8UCIEWNtSWMbop+SDkri1mXDtjIND4VAcHZ+ztjZEK7cKP7ZMZ2dsrG+t3k+rdKkX55wtjrFpzSJ/n4PjDxnGY1771V/H1110JqitpRN3qeoTTmdnSGV47Quv8+P3f8hscspwOKS3tU0YSqxnaWQbM+hJw1IaPjo8oJgcMssKeqN1YpHgrMQ3sp3cPlny8U/eh0zT87ps3rzJcLzG/ukT3v7gHU7PIM0tb7zxOf7wB9/DlprF0QQVRZymjjujNYZRjMbhRSFRr8ewu0ael2SPzuhsjyEVpCLALBbEouYwOydM+vzZez/gS8/t8J13f4yMQ8JOQKVg3PM4Ojmkm6xR5QWDVLI4PWHQs0gEzz7zEu+8/QSvU9IIxyA2dL0uZW7oBV22xzcZ7m5xVM64f/IE62KGgwFG+9zZfZHZdMKjowIZDdifLj81MH8qEBdC3AB+G/gHwH8u2s7O14H/YPWQ/wn4+7Qg/jur2wD/C/DfCSGE+0smEFr+rOLJwQM2N+8ivYRGgzUeUdhncVaSdiR5VjKbLui8kFLnNd/85jc5mR4zPTsgDh3zogZrWM6WlCQcNhMq63Pan2Ii0JWhXFYEQcTW+iaeM2hvTlEUVH4IgYfGcb445/7+I5zveOG153GeYVrO8OYJkUn5xtd+h4P/84DFZMlrz71K9aRhnkUkXsDJ9JzBjTHjjXV6owFl0XDy+JieXmN34x6nwQOSgSYa9Tk/XcDHB0i5zm/89b/Nl7/0NTqig9UBGA8EeIAx4AetRhYErnGIMCIOPZTRKNUgaWV7vhcS+RJPetSNxTYGvRqQsSiqckkYOX7wg+8wGAxYH9+grho82W7ZL8yijFEoVbdqEWQbx+W3v1BjNJ4BKyzGGYysMVicbqt/Y9odAUjiuIO1q7Fw72pQ57oJlu/7zOdzvvfBnzHsbzPPltQ14PsIZy+nMmMvWAU/GLzAXwU5eJf3VVXFIs/oDQcYFWGcplIVp+cHbN28gww1v/X1/5A3XvkcsfNZSxOkbejFPsoUeG6K73dR0sMZjbaWRjsMoh2i8gMivKcAsygKut3upRbe4UAKDg72efToIX/3P3qO5XSJsB1CLyQvC3wvBE9irMUqs5L6SZRW4CSatm9haJuMWmvwJIjWEteuQPsiE3P1GV0N/YjVLkjiVvmYs9mUXj/mj771z/nGN36Lpm415lGYoHVFWbV/W861C/7y7Ajnl9TlOWfnH1DVpxxOl2ynr9AfDDGNZFllpJ0e88wjjANOp6fICdx69hazo5AbN25wePiEs/MjhLTUQhDpkMUkJ+l3OZ2ck5+csNkd0I17zArBcpkx8Dvc3Es5n2acvP0xN7dvY1AclMd8uH+AP4hIhmsY/Zg3X3+NJF1jMB7SDWO2h0NuvfE6/0KfMT+bMq9rXK3oj4YIT/Lh/QdwWnEzWaeJHJnNoaqIPYlVBbt7G5Qi4GS6BLvLjb2b3F88IugkJJ1roLkKDA89H7Sil6QcnS7Yf/SEZV7hz8FJQTeFgdfn4DBDioh7d1+g8hpit2B9I+L9jx4TS8t3v/NDvNdfpa5rDo7OWdvtMNzaBR5+Gnj+1JX4PwT+HtBb/X8MzJxzF2NFj4G91e09YB/AOaeFEPPV48+uv6AQ4veA3wNIBx5/8dZbuCDmpF4AA7QEvwtZtmQSKaqp4nY65jyb8v3sI96+/5Dpk2N2mg7/+E/+hJdevIWnM7CGc1+yVDkiv49qKuJSMosaXMeyVAvWttbwDcRL6IptWArOE0W/m5AXFZNigd/18CJBxbINcDgvOIsN364+5ivJNr/35m/yD//ZP+KLf+tVNu4I/jf5PeaPHjHqlXz+mTfpiR1CtcEHDw744Q8PuZkesnG7T6IDvCKkt36Twlp+5fX/mL/2ld9G+JYLDUGrCmsnJrWziEBi6HERwiUCAziENYRaIa2mbFogwcyQZG0yixY461E1FWEsEXlJ5SJOTY9vfvz3WYs2+Xff/Jd4/jHK30cuuxRFhbEC4QdE6RrSF0hfEPaH+MpjI7hBXHQJQp9Mz/DjmGbm0Q96OGeo1RzPE+haEHe20MpHhAbnldRZQxy3yey6sSjlIeIOhT7juLzPu8V7fH5jDVlLYheimprKtPYFToKqBLWWRAks8wlCeJS1ozEa55fsH/6Ytd4QU0OYpMzLEx4fv0s2O2Q9fYMvPv81fuf15+j3JU4IqmaJFVAog5Ap1kq0H6CUh7cKFzZNjVY1gScRoWW2rFnbHDMvlvhJgPMMytY4paizgnxzjdqe8C+//8+wkcTZIaEMyYoJcW+OtgkWiRABQljqpsQ5gdZqtbgp/DBsvdntymPQtour7wU4JznzFgxxpM5SZxITjSBdQ1uF5ynEUtHtCfLimL3ddcKww/n8iPUdeOfhP+WZ9Hdx8T6Tc8mPPv5H3Nv7XXZ2HF75Jcr5jKU5QfiGRlXMDzW+v8Mzt57h4NH3cFv75F6fJAvY8W7wY/UBXlwQJAuKieZoOeDff+1lTk9PWZzPyAtHPfRw6wG5V9Oc5ER1yNId4fcD8jjgfDnFalgbbTA/n/Pk4YTnRzd4+aVNzo+PWczPGW6u8eff/j63XrnB1u0bfO1XX+XWSy9ycj7nK/1XKCdzins7fGf5gLTjoU58untrnMlTejbk5LuPuP/eB3z+r/8Kfzp7i19pvobNDAM/5XQx40FzyM69W8yPD+j5hj//0U/47AsvsTir0LnC66V8fDZnM/LYSNbomQDpH9DpWpS25LXm0eE+t+/tcjp9jJ9EdMMYV5bsbPWhEBydH3O8bFjKCBU8w5vPPiEQEd/9zoT985LM93jcWD7+8ANeefbep4TmTzoa/ZxDCPEN4MQ5971P/aqf4nDO/Y/OuTedc2+mvYA06WIahdWOyWRCXhYEcQSBYFoW1NZRGsWiLvmTv/gzTs9PaFRBsZzhewrblDgjqUqDsz4iCCGUpGsxOrIsi5w60+jScfLxKV7ltynWpiDdTgiCtsrLsoyiKBgO+8znc7IsA2FZmpxpNufhk0c8mZyy1DXSDzl6csqjJ8e89tlXuX37Ni+/8SbhcEDuHI9PTvjzP/821SLn/e9/l/J0yk5ni7G3zV56h7/3n/4X/Oav/Qbh9QtxOfoscGZV3dlremhhW666KrG6AV8iJfiBJQhbTUe1kuHhgTEK35ecnJyRlwVFseS7P/x9FpOIL33ub5BVD2hqQ55pFkWJtpYgTuj1h5eqESmgn3YxUrROkFbRNO02v8hnBIGhrgq0alo/bxxh4LU2B07jlEKVBVq3FXpTNa3trgVnLkbgazphgNEKawxN2dA0Cu2gMZa8aCirhqyctQ2yRpGXDca1122xPGM6f0ISBCynE5bTCV6jGHe72KJkd7TG7/7mN4hWE51KtQEhvt+mQ3kSJCtflpU8stVT28vouLbq7qx2DwGBDAGPpnYUlcI4j6KecHp2wOHhAZ9/4w2yLKOscqSULLIK6xqsa1C6RJvqqaq+BW0PpRxShoRhG3Dh+/5KoglKN/RtQnUypWNqbg58emZOsDykVy9I8wUy1MyXEyyCf/Bf/tcssjYncjSO+ZM//X2cUGTLhocH77Oz+TyPHr9N3XhMZg9xQjMY3GQw7vLg4AfgO8ajF+hEz5JVNQfn32f/4H3G6x2aZkYUQVMVoBzCWIr5kgfHR7y//4i33nmXtcEaelFishpbWYKkQy0Fe+Nb2EJCIxHOY9Qf0ZQVqq5ZH4/wU4+wF3E2P6VQJco03Lq1zqA7oCkqtjd3OH5yzGI2I5svLoOtj49PODs7o84XHO0/YHJ8hJSCjx7dJ+h3CPsJYRpx/8OP6Ha7SAeb43VurW/RcQHjuM/uaIs6LygWS27t3aCYLxl0ungOYj9gen6OVjVaW3y/bc4HQUi322c+WyII2FjfJhTbCLeOMR28MGW6nKNY0uk3dPoFYafHydmUO8/eQxnNfD5tw8x9SZYtPjWWfpoW6FeAf0cI8YC2kfl14L8FhkKIi0r+BnCwun0A3GxxSPjAgLbB+QsPax2hDFrzdKXodruUTY3B4ccRxAHnVcb4xh4yDonTTms+1Yt55bP3uH1rTOhZXGOYnpZkC8N0mf8/7b15kCT3dd/5+eVRmXVX33f39NyYGQAzOAmQIAEQpACJIsVDkiXvShuW7d1YxUre9XrX1G5Y8tphW+FYabW2Q7u2rrVXlm1JFClDEsULJEGAwGAAzH31MX13V3edmZX38ds/sgBBlGRBEq2Z2ehvREVl/jK74r3qrJe/fL/3vl9aXpNmWMdWAyJNoKY6MhTIjkC2JFWzhC89tv1NfN/HcWziOKRQMCmVSggle+w3TZPCdIVY+Oy2dzm/epPNXodadYjFhVXOPPI+QqfLJ7/3kwzOjKGN1mhJD71SJPB7bCwuIB2XXKAwUZjjmQc/wX/18R9jbvQEpBr80Z4VIMu5ZirmmZp6VrqXIMgIkxRdgEhIk4AgaBMEbcLIQ0oVoWgEsUckHYLQpZjPqG0j6XLp5ufAn2Zm+L24wQKtZofIN0HTKFZr5IsF4j5/tSAlTSIKhkYYK4QyJEwdkiTLB/v+HrrqI5KIKAhJokxFx3E7yMRDJAEiDUkDD1KI46zqJU15+/+dypCe3UYVMa7VJQ7DTDQ5zXhu4gTCFHp+SKu3QxB5uF6A56f4QYzt2KxvLdKxNujsNkh9n7RnY8Qx9x+c55/+5N9jtFAi6lgYhkGhUMoU41PZZ3hNEWmC7Nsq05gkDkmj8G1yqLdEi93Ao9VqEUUJUShRhEkUK4SJIFUNItFke2eFdrvNw2cewe05+L5HmoDrheg5BUWVRFHYb4LK0kmamt3KFUXLqkSSrOwvCAJc1yUMw36qKyRuBFx88RX+r3/6D/hn//jvYG2co+htMZR0GItdrN4WhXIOoWh83/f9ED/7cz/PhUtvYhZjNKPLzu4ScaiysX2Z4doxrlx/ieZeSMweYWzjhgk3Fi/S6K6jahrVygH8oMiBYwfZ7l0lZ4YE0Q4DA5JKUSHxQ+anDrCzukVRU7i5vY0+OMh3fOzjDJUGOTQ6x4HaBHnVQM8VkPkCcRdKWo3ByhhFvYyMIA0iVhcWmB4a5ui9h/nSi1+gF/UwKwViErqWRRyEpGHCjStXUVLIGya+66MKhetXr2V9BEJDpB6e1cK3OhiGTnG4yviRWa6t38RLfRQp2VhfY37uAG67y9aVJfK9hLwHqR1y88oNVm/eopwz6e416bU6FE2VaqlIFAXYjkXeLGHk8hTMAhPD44ROwOz0AcbHp7AtH01OMlQ7xNz8/eQrg3Q8C8vbY2vvJmubF9naa9O2XVJFJRFgexapSDBMlTD6NsqzSSk/DXwaQAjxJPA/Sin/qhDi14FPkQX2HwY+1/+T3+7vf7N//Cv/qXw4QBzFGFqeghERhDFWz2WvsYfQRVZ1UFURQciu3SJMUnKRy25jl6qIOTw/y5QxSGe3SehE9Nou1eIUETFmJU+aC7EjH71o8tCp92LbNovnrqF6GkpBIdESLBxy0uCDH/wg128scPHKZbZ3tjCMrENLhDFpUWVqdpxWq8n44w8zWimw7rfYXN+i6Qaous/CrYtUxousd+tcXllGhBrzBycY13QKQZdSZYjT93+AIyceQVWnINWQSYrQQZD+oTtqEgRIRZAzchkLXppmtdj99mkhJIRh1vIbR6SpQxiG+G5MIlS6XpuOtYeu67hOTOCn6DnB6tYi6Js8cOhvsL2iUSk5CKOIYpSRIkYIjaifq05liKIaBKFDnHhoapEw7eEHXWRaIk18/LBBT7qUlYP4fozr20gtxI8TEqGiigKGriAjn1hm4ghREKEqKnEsEWqCVANcv4uWiwj8DnHiZzlxYdJ1eggh0FUdq9el7dTJlzS63R6GPoAwdIychurHHJgboSJGiZ0ezz77Qaanxgm8Ommvx2hthHajhx/GeJ6Npmnk8/m+gHBWk56mKaqUkMT0VeSySqD+TDmRGVWBqmpoaMRBiqLppBIiqaBKsP0t1reXMfQCBbOK6wNC4ocBqlrAdS2E6OtqCoFpmtkTR9Snv9VzxDIhTrInBeDtNYq3FIsiJ0WmCV17h6efPMPLL30WVR/k5KHTaJGC+dBpPK9Jtxuh6WU++vHv4Ssv/hue/e4ZgmSTlr3FsDHL0JiJqg4wd3iQVttifAwCH3Z7iyzdWiZKywwOTGHZTRAxMtpCGAY3Fl7HXlvg6Y88R+/WLpoq2d1oMFSuMj41Rr0Xc3V9hUnTZfvaKo+972GsyKKg5LEVCWoOd9vBKBYYKo/S67gUiiZKEPOJ5z7C8MAAv/Zbv8Q9h48SeT5xGOFFIZVKhfnZOa7cuE5jo06z0+Pg8WPMTM0SWBaO4zFenEUxTWbmKqTaCJuNXQzD4MTDZ0g1hcbaeZIkorWzSaFg4oceg6UKXqeH6UiiXoKi6YwNjDA3PklJyzOYL1EYLdCwbUr5Art1GyOfI06zJ9yw1+PBkw9jd20kJsWhAQ7Mn8AQBmEUcujoQXbaO6iFAtMTE9zaXqXnRjh+QpBIvCCk1W1j5HO4vo1RrVHOm+8ugvMXqxP/n4F/J4T4h8CbwC/2x38R+DdCiEWgBfyVP+2DhFDImXlQXHJqDrvbpdlsMTBUpWjmqAybxEGKH/mEqaC+sUEQRWxurDOkxCgnZwiigCCIMM0ctt1len6GKyuXGJ9XyVdrpJHGwMBAlncMI4ZrgwRpF6NYQRksMTo4xRe+8PvkTBOhSLrdNrWRKlEckDMMGl6XicIMhj5AWjVYau6gaRoDlRqf+cLnOTQeYW91WNrYxFEMVrYbHJ8/hiCgXFVpN00e/OBzHD3zPvLlcRKyrsNUV8i6JzOhg36JAI29OmMz09msEIlIRZYzFxmzoExi0jgm9H2C0Mdz2lmLt1JDYuL5Nj/3L36GZ597iofPPI5vC7atXa4tn8NxO5w6/ig5p4oiVtG0gF6QkNNV4jRCKJlMmCJS1jYXmT88BT443YjAtwhjm5xQ6bkuUm2TqAG21UXRiiiKxJMesZD07F2mxw5gNffQtRRVrxF4PQA8t0ciVVQZYw7BzvYC5nyA1drDD2xcL0SBftolRSuo2JbFXnsTVY1JIo0oSNhYWWFqqkpnp8mZh6f52FPfT04toQsDa2+Tra2bqFrK71x+ng888SxGlC2GOo5DLpcj9F1c16VcLpPEMTLJofUVfjIhbeXtRUshBEHko6kGCAMjV8LqOkglRWopdmix2rjO5uYmjz78JK26ja6UCQMHVTPxwxTL6fQJu7IVkCTO2AN13cDzbVS1Qpxm6wBhpPS5zXtvlxG6rkucqsyfOszO7hgre2vs2Rah34ZUMFEdI3erwNjUHKpQaextkqoB3/GdT3H+wq9SqqikokPL1hFKxObOJm7gYIs9zLKHvbdF3TtPHCkcmHovPdvDVZYp1kKcqMnwyCkOHirxxu9/mVffeAGJj2HUGM5VyVdGaEc92r0QJ/TZsnY4euQIVy9f4ch7juC1d9HLJfLFIoXRMo12izBKOXT0GG++dpYDoyN86IkP8K//5S8wWK7RbrR4zyOP8sUvfIFKpYymqqRxgkhSDs/NY9SqBEFCqkWoqDxw/wO0EotyvkjJzJPGAd6aS6trYdRMvCBEM0xcaxfdHCKfN2jZXYQUPHDsXnQ9T2fXxjNVuo027d0mmioZHx5Bq+U4fPIems0muXzAzNRhcsMaXncPo5Cn22kyO3UCL1S5ceU6k4cmuXT9G9kTFBaBkGy0OrQjSUQZXRqkig5CxepZaEpWMFAplshJhcZO448LlX8s/kxBXEr5VeCr/e1l4JE/5hwf+N4/y+eGUcTK+hZDw+O4YcJgpUqcptiuhVouYmgRpqKg6xLbCXG8rIa2UqmiCo3dTo84laAlDA4WqM1MMTgxQTfeoevtofQfkd+48BpxHFMeLFIZKlFv2xh6BaEI1lfWUVRot1uofcVzKRPiWAJG1l69ucfRmSmWtrfQyfQ6h4YHWba6lKyAan6AxMtY5spamcZmiyG1wPd/7BN8xyf+OqZRBQwSqWRURIK3VcfVtwI4At/pUa1W386Pa4pCmvQVzennbMMEVWj4fki33Sb0suAgVUGz00OUDI6fPMyr577MzOQIWlIFI8BP6kxPnEBXQVMl3UaEUVhDyQ9AnM/Y8WREGEUoesp//OJnmF2a4ANPPs5IbQKvu4c+EUCaPSXtOlvs1B1G9SFMTZAaIU7qsNduUiqM0OjuINIYq9VFy+tAim1ZFPI1VEUSxT0METIzM8BV+wpeM898dRcZDqOpOXzPJkkSirqKb3VQpKRY0FlfWce3YkRqMPfwUT71sb9NmDQIei6xiMkbeQp5lQPzU1y6doEbq4s8/V0msRPhOE523fku5WIJVQHPtkjTGC1XINEymoA4jd8uuYzjmCiM0Ys5VKmTJCme55EvGLTsJqHwUHOCnb1NND3PxMg8oatTrhZwoxa254PIoYgcVtdG13Xy+Xx2k5AxYeQglJhbq9dRzZAkluRy+X4pok4YZOmbKErY7e5wYMJkaGaaNLWYnzmCIopMVscoSY2lm9cx04T8yASDAwbLWzsk7hZtu0WCz9buIvMHc3TqDrdWvs7AyAButIoXaKxsLTNzpIbXhtWlDe67/xjXV14nUi1SzcBUJnj+C7/HfZPjbO3dojg5hk4BfJ3hgSpWb5WRwUFkHNPYqPPYiQdwY4uua6FqmabQSLVGs95AK+mEIiZxHQYGqpw8epyf/Yc/TVGomKUCSiq4dXONwweOEsQBsQxp7tWplIrkHYNyoYwbxygyq8o588CDfP3iK2xsbGElElNRsOwePntMD0yyvbfN/MQI3bWbjN87wq21NTzPw93o0MkPMTd7mPseeISvX3yTv/HX/2vaew0WFq+y42xTMMp006xaS83rJDmB6ztZ6ebWBpNDM3h2l81dm8nJSVwvYHNrmWKlSsvpMDAyTmdlBQzI5QqEfoqqhQhFklNVWu0uSsFASxTsls3G9XfXcg93SMembhi0HYdEaQMqlUqVWqmMZ1tIN6BtNZmfGUfXVUK/2+eU1hioDXH44BzbsYOftslpErOQEiUdtjd98mYJx3YIeiGVwQGcsJt1ILpNdqwBHN8jbOiMVA6w3llgeGycMEqIZUroe9nMK3BBFMjninitDnIoYk9tE0UWU0nK8sISuSOz+NIk6cD8+P2Mjs5x7L4HsVyfr/zO5/ngd3wvmjFJTLaQp6v06UvhrepulH7fs6IQuA7V0VGyppxsDJlDZOoAkKqo6MRhQBykIDUUVOIwIVFA08ugeZx+8BSf+exLaLkAq77Dm5vXafc2+Z6nf4wkaaPJBDUZxXIWKBqz5OU4ApVEZLzYhYrB0ESZSHXJVRXGKiNYzVsYmkQNVVLATVrUWxtUx5+gYKj4MqIXOew5DewgRqCTuD45meB6XTqtNqoQGKqBE4YMThh02pvki5LtnVWquQPU25uIXsR4vkDouvR6PUqKgggjkjCi12xQKSQ8/tBpnnniIxhqiVazzr1HHiUI2vS6HppQSERCJAPyQ0VcLSHIC+hk5XuO41DMG2zvbFIpFoijKLt52zaaYVIoFECoeEGEounouo6RN/GDTMldySoJ8SMXoyDwA5eO3WG7vkPsj1Arz6BHJeKgzy4oJW3LRaRZcI7jENvu4fs+hqkCKX5g0enW0SKXIIgI/JS8WcHQK+ha8Q9UjxKLVqNFu+syMjJGpTaDKgo0mm0uLS0yYZhs37yOc+sGxYkJxufGwRzl+S+ucPzeQZxOg4XVb1KtHKBhfZPDx59haelrdBZ18sWAxkYeTag89sgMm1uXMfpNeNvbO8zMlZiYmyVfzLGzvcvG9iazwxVcP8YLPfIlHVl3ycmERx86w5Ubl5k7NktUDJEuaDLG2tnGVRJSXVC3dwk8nzNHjvPG2deYn5jiyiuvY0yOoKVZAAAfCklEQVSMsbRyi/JgkfsePIHnesQiwus4hKHPowcfo+24SE2l3W5RK5bR9RyBH6GbOh3povQC0AyqQ6McO3E/g6PjXPjq73Bq8hDlUoFyrYJMFWYOzZNsO3z2s7/L7EP3kowOYLsenY6VpbvaEZHVplBUidyI8sAUtzY3yBdCBqpFthYSCpMKv/f87/LYk8/g+z7jByZIjj3E+k6dUBoZP0tOw4tdosTH93sYeR1VkQRej8FKBTsKIAD8lAeOH+CF8yvvKn6++97O/4yQUlKqVQllgh8EdDodWo0mulCy2mALygWNwO+hCgVdMxCotFoW3a5No+0iVY0g8SmWNHQ9YWR4ADOXRyWPZwW4do/acJn3P/1ehqaqXL91DS8KiVyB3coInjqdDrWBSkYB22fTe6ubMPFTcokgDRKiNKEyOEA+b5AzFHwZIfQh5g88wLNPfoq/9aN/n+fe/yk+9ewPkzfGWLzVwvcBCToqSpoi0hDSMONgfWthUwgSLyN6oq8jmaZpljfvE/mTKmRNldl7qVgmpxnk81mFjUwVVMVECIWDRw4QJw6vvvo1JiYH2di+haJHlPKz6EaEH+xRK83h+buYhQRdUdAVSd5QKZXzCC3BKOlEBPjSZXxogiQOCfwedjer4hFqgp+62H6PRrdN27aw/R57nQZSTRAGvP7mOfKlPK7bw+618X2XRnOXNA3pdBpcvXaBJPVI1RCRS2l1GyzdWmB1ZQm/Z+PZFoHTQyVGxhJkwrFjc3z0u56mUtQoGjkmhqfQ0jK+66EoCmY+R7vb4vKNS4xOT2CFLp74A57yOI7pdrt0W21s284WGgOP7a0tNJFpr+q6TrlczhY0HQ/btgnjmChM+g1IIWEU0O40SETI2tYSYZxy371nCAOB30tQFJUoCvB9ty/Fp5DEgnw+I/mq1+s0m016TpdLl8/j+TaN1jrtzjY79VXOnv0ma+srb5/newEi6aGmMSO1EcYGD2C1we0JatUxTpy4j6pmguvgtOq8/trX+fX/8Cu8evYlpmbm2N3pEqYeI2Mmjpui5mwOzN5Dw1rG9Xqkao+Z8TN8+Jkn+dqL/y/Xrn+FnKqR+gXuO3kfl66+iGoUWF3fpNm12NltYeSLqLqOltOxey0MwBSCarnI6QdPs7qzQdPtUiiZ5HWNuNdDyQu0oorUwSgarK7eolIqc/6119FT0BKd1IWtVYecmmdhYQld05BJzKFD8wSux5e/9BIzU9NUSlWGh4b4/O/+3tvNZp4qGZ2ZJJIwMDjCq6+9Qc/20aXG6uUFzp59BVTwohCzXOTI0eM89OhDrGxtstuzee31c3ztxRdZW9vgqaeeQtU0mt0OqSLo9GxCGTExMcatW0vUBkTWWCWh222j5zJeGrujolAiTQ0ULYcbeShmilQctJxPqWBSq5QhTXF7NqHr0W20sFs9TK3wJ4XLP4I7YiYuUw3VL5ILe+QUgbfVYqdlUZkzEYUexjwkpka6V8HbaDM0WUFOpdQbHb66vIWcjyjLEpo3wmhhnHVrl+pclUZvm+FyTGMVHn3qHmTJZmXlVcaPC5Zykpv1TeZHj3Lxm1d4/H2TXF9IiatNivkxymKJknscX3kZX+4hxwcoLw+jGhPY1gaPl+b49H//T/jSK2e579QUg6UTaLkUKSKiFKIACqbC3s4KN5e+zpEH30tOxpB4GXucnsdKoagoqL4HiQuGyd5ek3KllkmvJRFC17NFrUSAmuB2W5i5KlESIzWfrcYGfgT0YnTdRDM2iIMurdUqxsAI95y6h9cWfofSgTLN4iJqZGAaKv7uMFp5mVSaaEaK39AoVc4zXTuC3RYk5LnV3iROXMyiiRblqItvohqTVEon2bO2CIJtNOUQoddlrf0i900/TrkzTNfI6vJrLQ1nCC64N3lP70PUkj2M4YhcMaS+ucsQ97Kz6VGoDJOfCqlcH8TIh8TVRV5dOM/7nvg01kaXihLhbL3EoJmy4/Woqsd4+Pgj4OWyG4VikzcUrG6HQnGAMHCoW7f433/1HyCGJZ84UUA1EsJ6iySCKPRJlAjSNKNTVVQSRadt9Th64jhONyZxDVy3h16KcOMuopSn0e0RWyVKeomZmS6trTJS9/H9A4S5V1nuvkxx+z5OPvoYntfDjjrEcQ0/1bF7PdAgVYtIGSKRRES0/A4LW1uMTwxDISEk4s2XXqJSHmBqfJ7e3jZLrQ4lzaCUN3G6HU4/fh+ePMdWa4PhyUdx3etMlz/A4hsOK7e+Sa1UppikVAydBw9M8jsLb/D69RbmUEg+X6BX3WZvOSH2V3A1lxeXPoPsHMXxO4xM5ln3vsbWeYPpIyfoNBye/tDH+PXP/VtcV6NSGqDTrWMWilgbexwcGmIgL2klFj07RVoFrKLHHh1OjiS89OJvMXJompYOxYEprB2XseowtVyVll2nWtG58so3OFSostsNKQ0anDr9ABev30QrFDk8ME0uqiBtibWzwdDYHFfP1Rk5tcUnfuxxAjZISi43Gx5RtUaMR+BZDA1U2diwCOUA1YEpRvNw9fVz5LwcqTvLEVUh8POsderEvTVyFcnR8RnMSo03GxtYUzXqCx2i3Q7Pf2abRz/+YS5tLxJ6Ehm5zI8N02o0iQOFoeED7G51UCTkRUxZVVi+cJPTcyO8+OYWIkqQUpAvqXTtHTRfI0+J9aUFRmYncUsgXZ2aV+Dsi7sQwHNPPQVcfVfx846YiRs5kwfOPILjZSkQ0yhQKhkUzTyO7UAKMknZ3anjuT3iyKdcLDBQLROFHnqqQ5Ci9rmYbafHxatXiJFMzM0wNDFCtxdx8/oqBXMAQytz/6lZ7r2nzMCgzeDIHp5rYXUaJH5C1SgR2aBEOoGtks8N4jZi/sn/+jPMTRyjlBvkU9/zQ6CUeeoDH2JkcAZNzWq0SRN0RSVv5ACYnJ5gZW0lU1uRQBT1vY4z9Z00BQSJTGnv7mb532o1W8B8hwqLSCJS30WIhCBok6YWltXGc2wa9Q08L6LVylbo91pbaHmPrrfJoaNzKKrBhfPXICiiJRV69jIqglZjDcW4hJLbojbcJk6gbdkZ42ASEichpXIRz2lza+UmJCkT0xPcWltCNTJ/Td2gVhnAtm3KtTKxDHCDHpEM2GvusNvYoJhXqddXcaI2mzsr1NtbDI9V2NhaYOnWZZLUpdXaJZIpcZLxo4yPD4IKjueyuLzEV1/8BkNjE9xzzwmeeeYZZmZmMnUgss7FTqdDEIZvE2b5XsDgwDDNZptKpUIiU1Y3VomjgNDzScOYJAhpt1osLy1R394hjkOuX7/O7u4ujuPgBS4dq4vjODSbe+zW6wgkQ8MVbi7dQCgaUeqzvbuKZbdRRO5toql8Pk+lUiEMszb9t57oel4bL7RpNLe5uXCFhRuXiQOH9l6dC+fOsnT9Kn7kUhuq8sI3XsAoahiVHOeunOPKzYtcXbqCqiRcfPMsC9cuI+KIqaFBvvj8b3PuG1/HbTZIeh55oVBQNXZX1sknAtlxKKcqOAFu4LN0a4U4EVSrA2xtbWLoKp7Vw+0FLK4ukCgpN5ZuMjEzTSRTDhw+yutvXmZ3r0Nns0XNqFLOFdhcabK5tpo1qCkpFy5fIPQDVKHwwgsvUC6XsawehqrhWz0MoaJI6HRa1CpVFq/eZHJ4NCvbTCMefd97WFxeAEVhbGKUQtkkTUPuvfcIIyNjSCk5efIE5fwgyzdv4bo+Zj6Hagja7QZ6TiGVIb7TQ6QJB2ZnCF2HgWqNC+fPM1CtYeo5tDRPwSwjk6yr2bN9WrtdcqrJwdnDdJstDh6eJ5Tw0KOPsLK6TN4w0FWVnKHRtS1QJFMz05SqFbzY531PPsCxUydwHIfZ2Vm26ls888wz2foWYOg50igmnzdJ0ojBwWFKpTJpqmBbPZJU8nd+4gf5+A8+jdXZe9fx844I4qqm0XV8mq2AtbUthNCYnZrFzBXRFZ3JEYVuq4uhquQNjcCz2dlaw7HaVEoFBo0K7e0mM+PT5M0iq+s77LQbrG5vs91sUByuUqgMoDLI6nKH1ZstVq9vcvLYAeZmVCrVlNfPrnH/icNUckM8eO8Zvu+5/4Kf+LGfoqrOkXQNpovTnDryMGOlaRJPpVocBjsmjfrak0oCRIgkgjRBIIjigKP3HGW7sUNRAaKAv/YD/yVLFy6Q+D08q45CDGrWQv7lL3+Zqbm5P/zl9BVyZNojiWJcx2KncZWt+lU21m9hdbr0rF2KhRJGzkTL5fGDLlawgJesoujwxJPPUq6NMT96jKOzp7l44XP02jYkLon6EkcOl8kZ23Qdn54bIjUNu9ej3W6gqDGlssHiwiWIEoLYIT+s8+KrL1DIGagRVMwCgetQrBgYeR3FkASxg9AihOJTKinI2Oa1yy/ScutcuvEml2++wWsXXuDila+TYuMHNugqYRrihy5jk0PsNnZ4+eyrvHLuNbb3OnixYG7+CEODY1lbf5qQxhHdbpeEjNrUcRxazQ6GUSTwUwYHRvnFX/4l8iWTRAYkkUfg2sS+h93q4HVt0jBgaeEaV69dZPnWIq1Wg1anjeX0WN/aoN7YZWdnh1arhUgT/LDL8q1rxDKl5/WYmx+kvrvG+kqdJ554P6ZRwHVd9vaa2LaN7/tEcZCJdgddNjYWWFq8TKe9TbWcY3ttmX/1z3+GvdVlwk4TKWIW126w3drg5QsvopQT4pzLheuXOHjvHPmSyuz8JAcPTiOICHpddjdWIPZ55qnHWV9eZHdni6WlBXbWNjg4NM7x0Uk0N8KIwY189todUHQSCUHoMTJcZXhgELfjE8qAeqeOWtBoOV12Wi2KlUEOHDjG2orDbG2OxTcWSO2Ig9NDRL5PKgMi6fHY+86QVw1SP+ahBx/GclwOHpinViiheAlVs4iQCmEcoUvBfYeO4exlN8qp+TkCAk6dOcXh44f5a//ND/F9P/BRVAOGR0aoDYxgGAZXb16mudEl8RRWlldZXL5Bqsb0vA5mIeNn0YRCpVhkdHCANAlp7GwSuglOp8d3P/sRhsqTrC1uMDs2RexFLF1b5ZWvvs5n//3zWE2L0YERhodH8RK4fPM6URRRLRbJ9WXqNnY2M2k9XcFNAxJdIVYFCyuLbO5s4rs9jp86Trvb6q+/lDANA5mkmGaOIPBwux5Wu4dMFZqdiLm5OW7evE6xlKNn/ydba/4Q7oh0iuf7tNoWR44exO9aBG7A/LEjvHbtFXIDGmEvJBdIqoUyhZxCYaTM4sYyRCk+PeSOoCAy/buBgQEmZkapx10KxQIBCmPzNa4tXqeglSiYBpFTxFQiGisu3/2xD3Bo+gq/p1ykNqBjWxV+6JPfz6A5QlG7j7mh++mkN/BbNgQJaiKZHp+g024yOnIQJQXUrDMRkUAakkQS1dTRNZV7Th7l7OUvEXT3KBQH+Ml/9I/5yZ/6CT76ief4xA/+AKQRJIJf+df/Dw8/9CikmbJ81m6dkiZJxlTYa1Ewh2g0t3HiJVbXlqiY8wyWR9mLbMIkRM2pIDVSJeDi9W8gKg6zR8cQapnx6THGh0Zobvnc3PiPfOyhOZq9MXTtDVr1hPpmm/nD30Vr0ybycnhEdLoNAs9CNVIcpwlel8OzJV4+/1VuLC7zyIMnUAIYKlZRlZROr4XtgixLFCMl9TysXp1CHoZqBo3pIgEuutBo2pvMHBrhvR8+hTYJry6cR9VyJGFIJH3GJyY5eeoeWus9Tt13L0OVQTpeyOGBUSq1YarFAlHoY9sdnJ7L3Pxh0HSSKMG2XaQXUq0Ms2e1uLGywCef+17WdpbJl5KMkS4S7KxvY5omqqlRqOTRTAOn1SFKEzp2B5EDoamghASej4LEc3t4bkQsPZJUYOR1HH+L3d0VZGjw2muvc+b0g0TxH4hihpFPmsa02xaXF9/EzOnUtzYJgoCvfv55JidGqeVUdlaWKIqUjtYkVQW1sQI7jQZBzubQ6RkU08eRbc6vXELqLnbqcPbSa7zngWMcuf8Iyxc9dtxtalMjqCWTyHHwHB/RbnOrvUhXazEwDWlNQ6LS7fh0VIvKYJnO9h7FfIl6Z4+kktCyW2iiym53F31lmZmZGaq1MQ7Oz6H3NE5MHyNOXHaDXQLHQlUHCWKX9WaHkdHjePkitutx6sEzNNottFKZglQZLJQJnBTDjJgeHuY3fuEzzI0OMH/PSWqTIyAFo0PDXPryK5w9/zJKIgilw4On72djZ429hUVOnzmJCFIuLb7O/Mk5SkOCrmuTr2poGhRMDV3NMVAZwuo2mZyYJvQ9PvqRDzOcVDj7yjl6nQ5TJ2e5vHGFQpzjzbN1RnIavgadvTaJE1DKGYzNj6OYKqOjo7h+gIwSVCRmOU8Qetiuj0hSRF6jOjLAxuo2T3/gSa5fX+QrV89SHZ2lODyB77joioamKKhCEoQOUTci0gR26DA4UELLmTz4yEmWrq9i6n9iuPwjuCNm4lKCE4Tk8gXm5+cpFotoikJe10jDgOHqBG43olqocWBqLss96RqmpqMLjd5uD6vZwzTzjE1O8IFnnqY2NEgiBa1mh2ZvlXxJJQ0EiQ9hK0d3XaWiHmRrOWJk+BQPPXIPP/VTP07iAZFPPhnBVHSeeOg57HaAJiNw20RhBxSHVmcdwiZJ3CLsbRI5zWyhMo2JXQ9kVj44eWCSIPW4dPYlkDETs/NMzc9x/vwr/Na//VcgAjqtJtdv3uSeUydBywiWEAJVKMg4q1BR1YR6o03HatOL1thuXmVtYxUvSGg2Nul0d/EDi2arix8GWP4GXrzH+vYu129usra9w/LNN0m8iCQIiaMORUPjxuUGVeMUQW+QlmujFnSc0CchodNpYZgaSwvXqJVMclJw5Pgc5669zOzRcWQcY0QquVRlfGwENafTstvUO3UwwAltduqrlEsKgxWdvd42vaiHm0QIU+HIqSn+w2d+mY3NJUyz0FexiRAyZmS4iu9ZHDt2jKNHjzIzd5iH3/MkR4/dhxAaQRDhdCycnoVt2yAErXZGZkYCly4vYOZrKGqefLnI6tYq61tLBGEPTVPIaSqvv/Yq5984h65rbNe3qLe2iOOQXi+Twuv5Dn4S4IQ+fuAihESkEs/vYNlt7F5CmMSEtDELgitvrHHvqfsJggjLsvqizzGe52FZHRzXZnd9iXMvfZWL517mm1/7IsQ+XrtJ6NgoYUji9HjgvnsZGqhQrJkUhwzuffgYpx8/xamHjpOoPn5ZUo86MJDn2sYyopZnT3qMnJrhZmcdfbTMy0uX+O3Xr7HptlhaXcHzPD70XU/jakCa0G70sC2fvFnE8W0UNeb+M6eZnDwMqoqqGxglk+29XbZ3tzPe9wgGSsM4LZex6jhKIhkdGMrKVTUFKVIOHz5I4IUYuknT7tIOfHLlMoHjU1FNTDXTtTXyBreu3eSTT38nzzzyBEYuR6PX5hvnX+ZrZ79GKCMW167T9bdp93ZptJo09iyEEFh2g0Kc59jMUXzXwXJbqKZgaLSK41oICVEUUCxmzXpdq8WFi6+zsrLM17/+9YwKw1VoNTpMjI8QRj7PPPUg02OHGKqO0Gq0Wb95C8vuUR4dATNHq9WiWd9BJDGSBC2fQxcqQoBZMPHTCLNaYmNrC6vdZrBUYurAFJPTk/Qcm4KZiaerQkFVBYoiCb0Ypc/bX60NUCpVsO0eB2bnePr9733X8fOOmImnSCKZIjSIkpBKpYjvWgwPVbHCiHbdY6g8ho5B6EbMTs9Q39tGy2kMV4YRhQrLjavcuL7ExPRBtnZ26PV6iLxKz3IxhkLKyjiKVDHQKFeGGC4NsHpjjYcfPcNnfvNXqY41+I3P/Qrlco3lpUscOfNhYs/nvpMP8WtfgTD2CEKHvc4ua81b7DbX4YBLGgm+9PnfRNerfMeHngFhEHkJRsEnMRKKlSKxGnP98ps8+sHvRKsU+G//hx/np/+3/46vvvA81doIXlxlZm6WQqlImiYoGekJKAJd04i9gPXNFRRxANXMcWnhVXasDSbyR4ljBS/wsHo7aLlBFJGJS8TSI2/q7OxZtLsJetHCCDvce98zlErPcW3xBQqVdYraaZZuOhQKk3SdFlVFQVM1JJKu3aVcUhkaHOC9jz/OlTdf4PNf/Bxp3iVUXWLfo6YV0bWQoWoZy+mx29gjmIqJlYR2t0XBjAh3O1jKDnV7j6XLa7z/iad57PSDVHSVuUOTlMtF9lrZj0+TknxOYXywjIx8ZqePEEURvqsyMXGQnh/iuy6J26Vd30BRlIyr23WJpcLCwgLrtzZRS3m2603GZqe5/733M1YZoL68Qylv0NhosXtrh7GRURzPxQ89fBmQkuI0PLp2SKrmmZyfoutbGauggLymkdMMmo1lUBUMs0ok6jRbCywv3eDpJz7epxSQeF6AFG5fRzSma7W5fO0Kb3zjGwSBR9HIoQY+Q5Uy5bxBIVehUiryvZ/8BNVjQ9hxj017jzQniQhI1ACtAAfH5tgLe+zaTaaHD2OFCa6QKBWTQmmYQlUl2VPJtwaYH0uYHJ7i4Xsf4PzC63iBj8yrFHWNqZFx7KbPpF4DzcUOuuw0mviJThII9jotOq1NCvkB9MYerusyNTbO0rUb5HSTa9eu8eCj93Bt+zITk2NcuXKJowcPUa/v0e2amQCFlBQ1BVNTae41KE8OksYSL8rkATUvIHES3njjJsVDIyxurlEdG6S+tUm7ITlz/3HMnMRxfXqOR6FUxdlawxQCq9uAWky9uU1xtkqsBIhcVsMvY5VEV1leXSa0UvSCxsr6Ck8+8n626inLzV1azUs4ywkPf3yEYknn0otXUO0qHdFDGwn54PufojY7xsLWEiIU7GytUizlUAyTNI1Rayb5SMVJIqJUgCIyymFSAsui17SIyzEJ2RqYkKApWbNSFIdIRTIybFAs57HTkJGRMVTNJJcz8S2Pi69feNfxU/wpHfF/KRBC2MCN223HtwnDfAtj412MfV/uTOz7cmfi2+3LnJRy5E876Y6YiQM3pJQP3W4jvh0QQpzb9+XOw74vdyb2ffmL447Iie9jH/vYxz7+fNgP4vvYxz72cRfjTgni//J2G/BtxL4vdyb2fbkzse/LXxB3xMLmPvaxj33s48+HO2Umvo997GMf+/hz4LYHcSHEs0KIG0KIRSHE373d9vxpEEL8khBiVwhx+R1jg0KILwohFvrvA/1xIYT4P/u+XRRCPHD7LP+jEELMCCFeEEJcFUJcEUL8eH/8rvNHCGEKIc4KIS70ffn7/fF5IcSrfZv/vRAi1x83+vuL/eMHbqf93wohhCqEeFMI8Xx//271Y0UIcUkIcV4Ica4/dtddXwBCiJoQ4jeEENeFENeEEI/dCb7c1iAuMnmTfwE8B5wAfkAIceJ22vQu8CvAs98y9neBL0spjwBf7u9D5teR/utvAj//l2Tju0UM/G0p5QngPcCP9r//u9GfAHhaSnk/cBp4VgjxHuCngZ+VUh4G2sCP9M//EaDdH//Z/nl3En4cuPaO/bvVD4CnpJSn31F+dzdeX5BpC39eSnkcuJ/s/3P7fXmLf/d2vIDHgN9/x/6ngU/fTpvepd0HgMvv2L8BTPS3J8jq3gH+b+AH/rjz7sQXmU7qh+52f4AC8AbwKFnzhfat1xvw+8Bj/W2tf5643bb37ZkmCwhPA8+TUencdX70bVoBhr9l7K67vsgE329963d7J/hyu9MpU8D6O/Y3+mN3G8aklNv97R1grL991/jXfww/A7zKXepPPwVxHtgFvggsAR0pZV+y/g/Z+7Yv/eNdYOgv1+I/Ef8H8D+RyT5BZtfd6AdkBMxfEEK8LoT4m/2xu/H6mgf2gF/up7l+QQhR5A7w5XYH8f/fQWa33buq5EcIUQJ+E/hbUkrrncfuJn+klImU8jTZTPYR4PhtNunPDCHER4BdKeXrt9uWbxPeJ6V8gCy98KNCiPe/8+BddH1pwAPAz0spzwAOf5A6AW6fL7c7iG8CM+/Yn+6P3W2oCyEmAPrvu/3xO94/IYROFsB/VUr5mf7wXesPgJSyA7xAlnaoCSHeopd4p71v+9I/XgXePYnzfz68F/ioEGIF+HdkKZWf4+7zAwAp5Wb/fRf4LbKb6914fW0AG1LKV/v7v0EW1G+7L7c7iL8GHOmvvOeAvwL89m226c+D3wZ+uL/9w2S55bfGf6i/Uv0eoPuOR6/bDiGEAH4RuCal/Jl3HLrr/BFCjAghav3tPFlu/xpZMP9U/7Rv9eUtHz8FfKU/k7qtkFJ+Wko5LaU8QPZ7+IqU8q9yl/kBIIQoCiHKb20DHwYucxdeX1LKHWBdCHGsP/RBMv202+/LHbBg8J3ATbL85f9yu+15F/b+GrANRGR35x8hy0F+GVgAvgQM9s8VZNU3S8Al4KHbbf+3+PI+sse/i8D5/us770Z/gPuAN/u+XAb+Xn/8IHAWWAR+HTD642Z/f7F//ODt9uGP8elJ4Pm71Y++zRf6rytv/b7vxuurb99p4Fz/GvssMHAn+LLfsbmPfexjH3cxbnc6ZR/72Mc+9vEXwH4Q38c+9rGPuxj7QXwf+9jHPu5i7AfxfexjH/u4i7EfxPexj33s4y7GfhDfxz72sY+7GPtBfB/72Mc+7mLsB/F97GMf+7iL8f8BvKgsSqVZamQAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from __future__ import print_function\n",
    "import matplotlib.pyplot as plt\n",
    "img = batch_cpu.at(2)\n",
    "print(img.shape)\n",
    "print(labels_cpu.at(2))\n",
    "plt.imshow(img.astype('uint8'))"
   ]
  }
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